Benzoic acid is a common food preservative, and salicylic acid (2-hydroxybenzoic acid) is the active form of aspirin. At high concentrations, benzoic acid conducts a proton across the membrane, depleting the proton motive force. In the absence of antibiotics, benzoate exposure selects against proton-driven multidrug efflux pumps and upregulates porins that admit fermentable substrates but that also allow the entry of antibiotics. Thus, evolution with benzoate and related molecules, such as salicylates, requires a trade-off for antibiotic sensitivity, a trade-off that could help define a stable gut microbiome. Benzoate and salicylate are naturally occurring plant signal molecules that may modulate the microbiomes of plants and animal digestive tracts so as to favor fermenters and exclude drug-resistant pathogens.
KEYWORDS: Escherichia coli, Gad, acid fitness island, benzoate, chloramphenicol, experimental evolution, hydrogenases, multidrug efflux, porins, salicylate
ABSTRACT
Benzoic acid, a partial uncoupler of the proton motive force (PMF), selects for sensitivity to chloramphenicol and tetracycline during the experimental evolution of Escherichia coli K-12. Transcriptomes of E. coli isolates evolved with benzoate showed the reversal of benzoate-dependent regulation, including the downregulation of multidrug efflux pump genes, the gene for the Gad acid resistance regulon, the nitrate reductase genes narHJ, and the gene for the acid-consuming hydrogenase Hyd-3. However, the benzoate-evolved strains had increased expression of OmpF and other large-hole porins that admit fermentable substrates and antibiotics. Candidate genes identified from benzoate-evolved strains were tested for their roles in benzoate tolerance and in chloramphenicol sensitivity. Benzoate or salicylate tolerance was increased by deletion of the Gad activator ariR or of the acid fitness island from slp to the end of the gadX gene encoding Gad regulators and the multidrug pump genes mdtEF. Benzoate tolerance was also increased by deletion of multidrug component gene emrA, RpoS posttranscriptional regulator gene cspC, adenosine deaminase gene add, hydrogenase gene hyc (Hyd-3), and the RNA chaperone/DNA-binding regulator gene hfq. Chloramphenicol resistance was decreased by mutations in genes for global regulators, such as RNA polymerase alpha subunit gene rpoA, the Mar activator gene rob, and hfq. Deletion of lipopolysaccharide biosynthetic kinase gene rfaY decreased the rate of growth in chloramphenicol. Isolates from experimental evolution with benzoate had many mutations affecting aromatic biosynthesis and catabolism, such as aroF (encoding tyrosine biosynthesis) and apt (encoding adenine phosphoribosyltransferase). Overall, benzoate or salicylate exposure selects for the loss of multidrug efflux pumps and of hydrogenases that generate a futile cycle of PMF and upregulates porins that admit fermentable nutrients and antibiotics.
IMPORTANCE Benzoic acid is a common food preservative, and salicylic acid (2-hydroxybenzoic acid) is the active form of aspirin. At high concentrations, benzoic acid conducts a proton across the membrane, depleting the proton motive force. In the absence of antibiotics, benzoate exposure selects against proton-driven multidrug efflux pumps and upregulates porins that admit fermentable substrates but that also allow the entry of antibiotics. Thus, evolution with benzoate and related molecules, such as salicylates, requires a trade-off for antibiotic sensitivity, a trade-off that could help define a stable gut microbiome. Benzoate and salicylate are naturally occurring plant signal molecules that may modulate the microbiomes of plants and animal digestive tracts so as to favor fermenters and exclude drug-resistant pathogens.
INTRODUCTION
Escherichia coli and other enteric bacteria face high concentrations of organic acids, such as short-chain fatty acids, that permeate bacterial cell membranes and acidify the cytoplasm (1, 2) and that drive the accumulation of toxic anions (3, 4). Acids that cross the membrane in the unprotonated form can uncouple the proton motive force (PMF) (5–8). Benzoic acid and salicylic acid (2-hydroxybenzoic acid, the active form of aspirin) act as permeant acids and as partial uncouplers. These molecules are abundant in the plant rhizosphere (9) and in human diets in the form of food preservatives, pharmaceutical products, and natural plant secondary metabolites (10–13). We are investigating the molecular effects of benzoate derivatives on bacteria.
Benzoate and salicylate induce low-level resistance to antibiotics via the Mar regulon (14) as well as Mar-independent pathways that are poorly understood (15). The Mar regulon intersects with the Gad acid resistance regulon (16, 17), which includes a major region of acid-stress regulators and multidrug resistance (MDR) efflux pumps (Fig. 1). Surprisingly, however, experimental evolution in the presence of benzoate leads to deletion of acid resistance systems and decreased resistance to the antibiotics tetracycline and chloramphenicol (18). Isolates from populations serially cultured for 2,000 generations (referred to here as the 2,000-generation strains) show the loss of genes for MDR pumps and regulators, such as emrA, emrY, and marRAB. Similarly, experimental evolution in the presence of the strong uncoupler carbonyl cyanide m-chlorophenylhydrazone (CCCP) yields isolates that have lost MDR pumps and regulators, with the exception of the EmrAB-TolC pump, which directly exports CCCP (19, 20). These results suggest a hypothesis that aromatic acid uncouplers can amplify the fitness cost of MDR in the absence of antibiotics. The concept of reversing antibiotic resistance is of great interest for the gut microbiome as well as contaminated environments, where antibiotic-resistant strains may show a minimum selective concentration (MSC) as much as 100-fold lower than the MIC (21).
We considered several mechanisms that might explain benzoate selection against drug resistance. When a partial uncoupler depletes PMF, the cell incurs energy stress, which selects against MDR pumps that spend PMF. Additionally, constitutive induction of stress response pathways carries a heavy energetic penalty; thus, deletion or downregulation of constitutively expressed pathways confers an energetic advantage. The penalty could arise from the cost of protein production, which increases nonlinearly with additional transcription (22). In the case of acid stress, experimental evolution leads to the loss of three acid-inducible amino acid decarboxylase systems (23, 24). Also, PMF expenditure in itself has a fitness cost, like in the lac operon, where the major fitness cost of expression is the activity of LacY permease, driven by PMF (25). The depletion of PMF might favor expression of large-hole porins that increase the uptake of fermentable substrates, with the trade-off being the increased uptake of antibiotics (26–28).
Most benzoate-tolerant isolates from the evolution experiment (18) acquired a mutation affecting the slp-gad (Gad) acid fitness island (16, 29–31). The Gad island includes acid resistance regulator genes gadE, gadW, and gadX (32); periplasmic acid chaperone genes hdeA and hdeB; and MDR efflux component genes mdtE and mdtF (33, 34) (Fig. 1). The major regulator GadE upregulates several acid tolerance genes, including two glutamate decarboxylase isoforms (gadA and gadB), whose activity increases the cytoplasmic pH by consuming protons via the decarboxylation of glutamate (16, 31, 35, 36). The MdtEF-TolC complex exports antibiotics from the cytoplasm, driven by PMF. Our benzoate-evolved isolates (18) have acquired point mutations or deletions throughout the slp-gad island, as well as knockout or point mutations in emrA, encoding the membrane fusion protein component of the EmrAB-TolC MDR pump (37, 38); mdtA (39, 40); and emrY (41). Other mutations affect genes for MDR regulators, such as cpxA (42), ariR (43), arcA (44), and rob (45).
In one population, exposure to benzoate has selected for deletion of marRAB, a multidrug resistance operon which is induced by MarR binding salicylate or benzoate (15, 45). MarRAB has homologs throughout the bacteria and archaea, including many drug-resistant clinical isolates (46). In E. coli, salicylate or benzoate relieves the repression of MarA, which regulates over 60 genes involved in antibiotic resistance, such as the AcrAB-TolC MDR pump (14, 47), as well as hdeAB within the slp-gad island (17). MarA downregulates the large porin OmpF, which admits nutrients and antibiotics (48). Many targets of MarA are also subject to the MarA homolog Rob (45, 46), which had a mutation in one benzoate-evolved isolate (18). Additionally, one strain acquired a mutation in the alpha subunit of RNA polymerase (RNAP) which could affect the regulation of a wide array of genes. RNAP mutations lead to unexpected phenotypes, such as the downregulation of arginine decarboxylase caused by an rpoC mutation in an acid-evolved strain (23).
We sought to reveal the genetic mechanisms of benzoate tolerance found in the 2,000-generation strains and to determine how these mechanisms intersect with antibiotic resistance. Here we report the results of transcriptomic analysis of four 2,000-generation strains that showed a surprising long-term reversal of the short-term benzoate stress response. To dissect this response and the mechanisms of antibiotic resistance reversal, we sequenced clones from earlier populations of the benzoate evolution experiment with fewer mutations so as to reveal the order in which mutations were acquired. We report the effects of several candidate gene deletions and mutations on fitness in the presence of benzoate and of the antibiotic chloramphenicol. Our findings indicate several processes that mediate the antibiotic sensitivity of benzoate-evolved strains.
RESULTS
Early benzoate-selected mutations affect Gad, Mar, and aromatic metabolism.
The large number of mutations in the 2,000-generation strains made it difficult to assess which genetic changes were most likely to affect benzoate tolerance (18). As such, we decided to isolate and sequence strains from earlier generations that were more likely to contain fewer mutations. We isolated clones from frozen populations ancestral to those published for generation 2,000 (Table 1). Colonies were obtained on LBK (10 g/liter tryptone, 5 g/liter yeast extract, 7.45 g/liter KCl) agar from frozen populations corresponding to generations 900 and 1,400 for microplate well populations A1, A5, C3, and G5. At generation 2,000, these populations had produced isolates A1-1, A5-1, C3-1, G5-1, and G5-2; these key strains are benzoate tolerant, and all except G5-1 are more sensitive to chloramphenicol than the ancestral strain, W3110 (18). Selected strains were sequenced (see Table S1 in the supplemental material), and mutations were detected using the breseq computational pipeline (49). Mutations for selected strains are listed in Table 2, alongside the mutations from generation 2,000 clones (18). All mutations for all clones sequenced are compiled in Table S2.
TABLE 1.
Name | Genotype | Reference or source |
---|---|---|
W3110 | Escherichia coli K-12 | 108 |
JLSK0001 | W3110 benzoate-evolved A1-1 | 18 |
JLSK0014 | W3110 benzoate-evolved C3-1 | 18 |
JLSK0030 | W3110 benzoate-evolved G5-1 | 18 |
JLSK0031 | W3110 benzoate-evolved G5-2 | 18 |
JLS0903 | W3110 ΔhyaB::kanR | 78 |
JLS0905 | W3110 ΔhycE::kanR | 78 |
JLS1010 | W3110 ΔmdtE::kanR | This work |
JLS1025 | W3110 ΔmdtF::kanR | This work |
JLS1517 | W3110 ΔgadX::kanR | This work |
JLS1631 | W3110 ΔcspC::kanR | This work |
JLS1632 | W3110 ΔgadE::kanR | This work |
JLS1633 | W3110 ΔrfaY::kanR | This work |
JLS1706 | W3110 ΔemrA::kanR | 20 |
JLS1732 | W3110 Δ(slp-gadX) | This work |
JLS1771 | W3110 Δ(slp-gadX) ΔariR::kanR | This work |
JLS1777 | W3110 ΔcspC::kanR ΔrfaY::frt | This work |
JLS1789 | W3110 Δadd::kanR | This work |
JLS1820 | W3110 Δrob::kanR | This work |
JLS1823 | W3110 ΔariR::kanR | This work |
JLS1828 | W3110 ΔhycF::kanR | This work |
JLS1616 | A1-1 ΔyhdN::kanR rpoA+ | This work |
JLS1617 | A1-1 ΔyhdN::frt rpoA+ | This work |
JLS1791 | W3110 Δhfq::kanR | This work |
JLS1908 | W3110 ΔyhdN::kanR | This work |
JLS1909 | A1-1 ΔyhdN::kanR | This work |
Newly isolated strains from benzoate-evolved populations (18) are listed in Table S1 in the supplemental material.
TABLE 2.
Highlighted generation numbers indicate published strains (18). Cam, chloramphenicol; S, loss of growth at 8 μg/ml chloramphenicol compared to that of strain W3110; nt, nucleotide; blue, mutations in population A1; red, mutations in population A5; green, mutations in population C3; brown, mutations in population G5. The numbers in the leftmost column indicate the mutation position in the genome.
The early-generation clones (900 or 1,400) were tested for adaptation to growth in 20 mM benzoate (Fig. 2; for all eight individual replicate curves, see Fig. S1). At this benzoate concentration, the ancestral strain W3110 stopped growing and entered death phase by 12 h, whereas the 2,000-generation evolved strains grew more rapidly and reached stationary phase at an optical density at 600 nm (OD600) of about 0.25 (18). All the A1 population isolates from generation 900 or 1,400 grew in 20 mM benzoate to a stable stationary phase. From the A5 population, only the A5-5 strain (generation 1,400) achieved a sustained endpoint. In population G5, all the early isolates grew well (G5-3, G5-4, G5-5); but in population C3, the generation 900 strains grew only slightly better than W3110. Overall, the various early-generation isolates showed different rates of adaptation to benzoate.
Clones frozen before generation 1,000 had several mutations that persisted in the 2,000-generation strains (Table 2). Three of these mutations affected Gad island regulation: the partial deletion of the Gad island (consisting of the deletion of mdtE, slp, and everything in between [ΔmdtE–slp]; all isolates from population A1), a mutation in the Gad activator gene ariR (population A1) (50), and a mutation in the GadE activator gene gadX (population A5). In fact, more than half the isolates sequenced had one of seven different mutations within the slp-gad island (Table S1). Large deletions were likely mediated by upstream insertion sequences, a common finding in stress evolution experiments (18, 23). Thus, our early-generation sequences confirmed that the loss of Gad acid resistance was strongly selected by benzoate.
Loss of the Gad regulon, either by deletion or by downregulation, included the loss of the MdtEF-TolC efflux pump, which is specifically upregulated by GadX (34). MdtEF-TolC exports a variety of antibiotics and toxic metabolites, including chloramphenicol (44, 51, 52). It is one of a number of MDR pumps and regulators reported to be lost or mutated in genomes evolved with benzoate (18) or with CCCP (20). Note that while mdtEF mutations did appear early, sensitivity to chloramphenicol was not detected before generation 1,400 or 2,000 (Table 2). This suggests that multiple mutations accumulate over generations, contributing to the phenotype.
Various isolates had mutations affecting the metabolism of nucleotides and aromatic amino acids, that is, structures with similarity to benzoate or salicylate (Table S2). Genes with early, persistent mutations included folD (encoding 5,10-methylene-tetrahydrofolate dehydrogenase/cyclohydrolase for thymidine biosynthesis) (53) in population A1 and genes upstream of apt (encoding adenosine phosphoribosyltransferase for purine salvage) (54) in population A5. The 6-bp insertion upstream of apt was found by generation 500 in strain A5-6 and persisted through generation 2,000, and a frameshift in the apt coding sequence was found in strain E1-5 (Table S2). At generation 1,000, strain E1-5 had a mutation in yeaS (leuE), whose product effluxes leucine and toxic analogues. Biosynthetic genes with mutations included aroF (encoding 3‐deoxy‐d‐arabino‐heptulosonate 7‐phosphate synthase, which is involved in the first step of tyrosine biosynthesis) (55) and hisG (encoding ATP-phosphoribosyltransferase, which is involved in the first step of histidine biosynthesis) (56). Other mutations affected genes for aromatic catabolism and salvage: add (encoding adenosine deaminase) (57), deoD (encoding purine nucleoside phosphorylase [PNP]) (58), rihA (encoding ribonucleoside hydrolase) (59), paaE (encoding phenylacetate degradation) (60), and nupG (encoding nucleoside uptake transporter, PMF driven) (61). These mutations in aromatic metabolism may represent responses to the benzoate uptake in the cytoplasm. Their effects might be associated with the induction of the Mar regulon by intracellular aromatic intermediates that retard growth (62, 63).
Transcriptomes of benzoate-evolved isolates show reversal of benzoate regulation in the ancestor W3110.
In our report of acid evolution, the transcriptomes of evolved clones revealed the surprising reversal of acid stress responses (23). We therefore conducted a similar transcriptome analysis of our strains evolved in the presence of benzoate (18). Four of the 2,000-generation strains were selected (A1-1, C3-1, G5-1, and G5-2) for comparison with the ancestral strain, W3110. RNA was extracted during logarithmic growth from cultures supplemented with a relatively modest benzoate stress (5 mM benzoate) in order to sustain growth comparable to that of the ancestral strain. In addition, strain W3110 was cultured in medium with no benzoate, in order to identify genes responding to benzoate stress before the generations of benzoate selection.
Figure 3 plots the ratios of the log2 changes in expression (versus the level of expression by the ancestor) for each benzoate-evolved 2,000-generation strain against the ratios of the log2 changes in expression in W3110 under conditions with benzoate versus without benzoate. Across the genome, genes that were regulated up or down by benzoate in the ancestor showed reversal (by deletion or by downregulation) in the four independently evolved isolates. In some cases, the reversal involved deletion of several genes or a major regulator, such as the deletion of nearly the entire Gad island (slp to gadW) in A1-1 or loss of the gadX activator in G5-1 and in G5-2. These strains showed the loss or downregulation of most of the Gad regulon (blue symbols in Fig. 3). Surprisingly, C3-1 had lost Gad expression, despite the presence of known regulators. Thus, the genotype of C3-1 may reveal novel means of Gad regulation. Overall, reversing the transcriptomic effects of benzoate appeared to be a general property of the evolved strains and did not appear to be limited to a few major systems.
The log2 fold changes in expression for individual genes of strain W3110 in the presence or absence of benzoate are presented in Table S3A. Genes were deemed significantly differentially expressed if the log2 fold change was greater than 1 and the P value was less than 0.01. Expression changes are also shown for the 2,000-generation strains versus W3110, all of which were cultured in 5 mM benzoate. Selected differentially expressed genes are shown in Table S3.
In W3110, benzoate upregulated much of the Gad regulon, including both glutamate decarboxylase genes (gadA, gadB) and the glutamate transporter gene gadC, the regulator gene gadE, and the Gad-associated multidrug efflux pump gene mdtEF. The hdeABD portion of the Gad island showed less induction, likely because hdeAB is repressed by MarA (Fig. 1), which is induced by benzoate (Table 3). Benzoate induction of glutamate decarboxylase would be consistent with the model of Sayed and Foster that cytoplasmic pH depression induces Gad (64). However, the cytoplasmic pH depression caused by benzoate uptake does not involve extreme acidification of the periplasm, since the media are buffered to pH 6.5. Thus, the cell has less need for the periplasmic chaperones HdeA and HdeB.
TABLE 3.
Regulation | Genes differentially expressed in the following comparisonsa: |
||||
---|---|---|---|---|---|
W3110 grown with benzoate vs no benzoate | A1-1 vs W3110 grown with benzoate | C3-1 vs W3110 grown with benzoate | G5-1 vs W3110 grown with benzoate | G5-2 vs W3110 grown with benzoate | |
Upregulated | aceABEFK | acs | cspB | cvpA | ompF |
appAB | glcDE | ompG | fadB | ompL | |
asr | ompF | ompL | glcDE | wcaADK | |
cyoABCDE | pspB | ompL | ymgG | ||
dppCB | phoE | phoE | |||
gadABC | phoH | ||||
gadEF | |||||
hdeB | |||||
hyaBF | |||||
hycABCDEFG | |||||
marRAB | |||||
mdtEF | |||||
narHJ | |||||
oppABCD | |||||
slp | |||||
Downregulated | cadAB | appBC | flu | dctR | artP |
flgBCDEFG | dctR | gadABC | gadABC | asr | |
fliAFN | flu | hycACDEFGH | gadEF | flu | |
fruAK | gadABC | pepN | hdeABD | gltIK | |
ompF | gadEF | slp | hycACDEFGH | hycCDEFG | |
ymgG | mdtEF | mdtEF | marRB | ||
hycBCDEFGH | slp | slp | |||
hdeABD | sufABCD | yahK | |||
narHIJ | yahK | yeeR | |||
slp | yhiDM | ||||
yeeR | wrbA | ||||
yhiDM | |||||
ymgG |
Differential expression was indicated by a log2 fold change in expression of ≥1 and a P value of <0.01. All strains were cultured to log phase at pH 6.5 in 5 mM sodium benzoate, except for the W3110 control culture, which was cultured without benzoate. Boldface without underlining indicates genes upregulated by benzoate in W3110 but knocked down in benzoate-evolved strains (A1-1, C3-1, G5-1, G5-2). Boldface with underlining indicates genes that were downregulated by benzoate in W3110 and that had increased expression in benzoate-evolved strains.
While MarA is induced by benzoate in the ancestor, the benzoate-evolved strains showed the loss of various Mar regulon components either by marRAB deletion (Table 2, strain A5-1) or by loss of another regulator, such as rob (strain G5-2). MarA downregulates the large outer membrane porin gene ompF (Fig. 1). The downregulation of ompF helps exclude toxins and antibiotics (28).
No ompF mutations appeared in our evolved strains, yet in transcriptomes (Table 3), two of the four benzoate-evolved strains (A1-1 and G5-2) showed upregulation of ompF. Strain C3-1 upregulated other large porin genes, ompG (65), phoE (66), and ompL (67). Similarly, strain G5-1 upregulated porin genes phoE and ompL. Thus, under long-term exposure to benzoate, with concomitant PMF depletion, all four strains upregulated porins that could enhance fitness by admitting more carbon sources for substrate-level phosphorylation and fermentation. The upregulation of porins could also increase the admittance of antibiotics in the benzoate-evolved strains (26, 28).
In strain W3110, benzoate also induced expression of oligopeptide transport operons dppBC (68) and oppABCD (69). Like the porins, these transporters could increase access to fermentable substrates. These transporters retained expression in the benzoate-evolved strains.
W3110 genes induced by benzoate also included those encoding several components of electron transport, including cytochrome bo3 ubiquinol oxidase (cyoABCDE), cytochrome oxidase cytochrome bd-II (appBC) (70, 71), nitrate reductase (narHJ) (72), and hydrogenase 3 (Hyd-3; hycABCDEFG) (73). Hyd-3 converts H+ ions to H2 and associates with the formate-hydrogenlyase complex (FHL); it includes the HycA regulator of FHL (74). The acceleration of electron transport is consistent with the effect of uncouplers on respiration, generating a futile cycle during stationary phase (75). The energy loss during stationary phase could explain why strain W3110 enters death phase after several hours in culture with 20 mM benzoate (18).
The FHL/Hyd-3 components (hyc genes) were downregulated in all four benzoate-evolved strains. Strain A1-1 had lower expression of the appBC-encoded cytochrome oxidase cytochrome bd-II. All these complexes—Hyd-3, FHL, and the cytochrome bd-II oxidase—are generally expressed under low-oxygen conditions (73, 76). Hyd-3 converts 2H+ to H2 as part of the formate-hydrogenlyase complex which oxidizes formate to CO2 (77). Hydrogen production by Hyd-3 is induced by external acid and is required for extreme acid survival in low oxygen (78). Thus, the benzoate-associated loss of acid-inducible hydrogenase (and of formate-hydrogenlyase) parallels the loss of the acid-inducible Gad system.
No genes for hydrogenases had mutations in our resequenced genomes, although three different mutations affecting the nitrate-inducible formate dehydrogenase (fdnG and fdnI) appeared (79). Also, in A1-1, the narHIJ genes encoding quinol-nitrate oxidoreductase (80) were downregulated (Table 3; Table S3B). Thus, some kinds of reregulation that decrease the wasteful expenditure of electrons occurred. These changes most likely enable benzoate adaptation during the low-oxygen period of stationary phase, the period in which the ancestral strain declines (Fig. 2).
Deletion of slp-gadX, mdtE, mdtF, or ariR confers benzoate tolerance.
Our resequenced genomes of benzoate-evolved strains offered candidate genes for mechanisms of benzoate tolerance. We selected candidate gene kanR replacements from the Keio collection to run batch growth curves that approximate the daily experience of serial dilution. Growth curves can reveal fitness differences of several types: the duration of lag phase, the rate of log-phase growth, the endpoint reached at stationary phase, and the post-stationary-phase death rate.
We started with the isolates from population A1, which suggests a progression of acquired mutations that contribute to benzoate tolerance (Table S2). The early-generation isolates do not necessarily represent direct ancestors of the later strains, yet the deletion spanning the start of slp to the end of gadX (slp-gadX) was present in all A1 strains sequenced, and this region encompasses the region with most early mutations found in other populations (Table 2). We constructed by recombineering (81) a strain with the slp-gadX deletion (the slp-gadX strain).
Strains were cultured in microtiter plates with 15 mM benzoate, as described in Materials and Methods (Fig. 4). The OD600 value was measured at 16 h to evaluate the endpoint, and for each condition, we show a replicate curve with the median OD600 at 16 h. All eight replicate curves are shown in Fig. S2. The slp-gadX strain had higher growth than W3110 at 16 h and growth nearly as high as that of benzoate-evolved strain A1-1 (Fig. 4A). Mutations in W3110 consisting of the deletion of gadE or gadX did not show a consistent effect on growth, although the regulation of the Gad island in these mutants (64) might have fitness effects detectable by direct competition.
Salicylate has an effect similar to that of benzoate on the growth of W3110 and the benzoate-evolved strains, and its effect starts at a lower concentration (18). An experiment similar to that whose results are presented in Fig. 4B was conducted using chloramphenicol with 2 mM sodium salicylate instead of 5 mM benzoate; similar results were obtained. Figure S3 presents the results of salicylate experiments, which were comparable to those of all the chloramphenicol-benzoate experiments presented in Fig. 4 to 7.
We then tested the benzoate tolerance of strains with deletions of the mdtE and mdtF components of the MdtEF-TolC MDR efflux pump, which is included in the acid fitness island deletion (29). Strains with mdtE::kanR and mdtF::kanR knockouts each reached a higher density at 16 h than W3110 in 15 mM benzoate at pH 6.5 (Fig. 4C). However, the increase was significantly less than that found for strain A1-1 and the slp-gadX strain. This suggests that various genes of the Gad island make additive partial contributions to benzoate tolerance.
Another mutation in A1-1 that had the potential to affect benzoate tolerance was a transposon-mediated knockout of ariR (18, 43). AriR (YmgB) regulates both Gad acid resistance and biofilm formation (43), possibly mediated by RpoS (50). An ariR::kanR knockout strain had increased endpoint growth compared to the wild type. We then tested whether an ariR deletion interacted with the acid fitness island deletion in an additive manner or whether its function was made redundant by the slp-gadX deletion. We transduced ariR::kanR into the slp-gadX strain (Fig. 4E). This strain grew identically to the slp-gadX strain in 15 mM benzoate, suggesting that the ariR single deletion increases benzoate tolerance through regulation of the Gad island.
Chloramphenicol sensitivity is conferred by rpoA K271Q but not by slp-gadX deletion.
The benzoate tolerance of our benzoate-evolved strains was associated with a trade-off in sensitivity to chloramphenicol, as seen for strains A1-1, A5-1, C3-1, G5-1, and G5-2 (18). We sought to clarify how benzoate tolerance is connected with antibiotic sensitivity. Our new isolates from the early generations confirmed that chloramphenicol sensitivity emerged later than benzoate tolerance; only one generation 1,400 isolate (A1-5) and none of the earlier isolates showed a measurable decrease in growth relative to that of W3110 with chloramphenicol at 4 μg/ml or at 8 μg/ml (Table 2, S columns). The slp-gadX deletion and deletions of individual genes were also tested for their effects on chloramphenicol resistance (Fig. 4B, D, and F). Chloramphenicol resistance was tested in a medium containing a low level of benzoate (5 mM) in order to induce any Mar and non-Mar MDR systems. None of the mutations affected chloramphenicol resistance, despite the known chloramphenicol efflux by MdtEF-TolC (52). This could occur because chloramphenicol is exported by redundant systems encoded by sequences outside the region encoded by slp-gad, including AcrAB-TolC.
For strain A1-1, we hypothesized that its chloramphenicol sensitivity required an additional mutation acquired relatively late in the evolution experiment, perhaps between generations 900 and 1,400. An interesting candidate was the rpoA (encoding the RNA polymerase alpha subunit) mutation that appeared in strain A1-5 (generation 1,400, chloramphenicol sensitive) and persisted in A1-1. The carboxy-terminal domain (CTD) of this subunit regulates gene expression by interacting with upstream promoter elements and transcription factors, such as cyclic AMP receptor protein (CRP).
Our rpoA mutation K271Q is nearly the same as that of a well-studied rpoA allele, rpoA341 K271E (82, 83). The rpoA341 allele downregulates certain positively controlled regulons, such as mel, ara, and cys; but not all positive regulators are affected. The rpoA341 allele may also upregulate loci such as ompF (82). We found ompF to be upregulated in strain A1-1 (Table 3; Table S3B). Strain A1-1 also had decreased expression of araBAD and of cysA, as reported for the rpoA341 allele (82).
We sought to test the contribution of rpoA K271Q in strain A1-1 with respect to benzoate tolerance and chloramphenicol sensitivity. To do this, we replaced the mutant allele with rpoA+ by cotransduction from W3110 into A1-1 using the linked marker yhdN::kanR. The yhdN::kanR marker had no effect on the growth of strain A1-1, with or without chloramphenicol (Fig. S4). Strain JLS1616 (A1-1 ΔyhdN rpoA+) was cultured in parallel with strain A1-1 and the parent strain, W3110 (Fig. 5; replicate curves are shown in Fig. S5). In 15 mM benzoate, the A1-1 rpoA+ strain grew similarly to the parent A1-1 strain, with no significant difference at any time point (Fig. 5A). However, with chloramphenicol and a low concentration of benzoate (5 mM), the A1-1 rpoA+ strain showed growth comparable to that of W3110, whereas A1-1 with the original rpoA mutation was sensitive to chloramphenicol. Thus, rpoA K271Q is responsible for the loss of chloramphenicol resistance associated with the benzoate evolution of A1-1.
cspC deletion confers benzoate tolerance, and rfaY deletion decreases the growth rate in chloramphenicol.
The C3-1 strain has two transposon-mediated deletions that might affect growth in benzoate, affecting the gene for a posttranscriptional regulator (cspC) and the lipopolysaccharide (LPS) kinase gene rfaY (18). The sequence of cspC is similar to that of other cold shock protein genes, and the CspC protein has been shown to upregulate genes under RpoS control by stabilizing the rpoS mRNA (84–86).
A ΔcspC::kanR knockout strain showed increased growth relative to strain W3110 in 15 mM benzoate (Fig. 6A; replicate curves are shown in Fig. S6). However, in medium with 4 μg/ml chloramphenicol, there was no significant difference in growth (Fig. 6B). Thus, we found evidence for a contribution of ΔcspC to the benzoate tolerance of C3-1 but not to chloramphenicol sensitivity.
An ΔrfaY::kanR strain showed no phenotype in 15 mM benzoate (Fig. 6A). The double mutant W3110 ΔcspC::kanR ΔrfaY::frt grew identically to W3110 ΔcspC. In chloramphenicol, however, W3110 ΔrfaY::kanR had a mean growth rate of 0.12 ± 0.01 doublings per hour in early log phase, which was less than the mean W3110 growth rate of 0.39 ± 0.02 doublings per hour (Fig. 6C). A t test comparison gave a P value of <0.01. The double mutant also showed a significant decrease in the growth rate in chloramphenicol compared to that of the ΔcspC::kanR single mutant. Thus, the double mutant showed the phenotype associated with the presence of cspC when it was cultured in 15 mM benzoate but the phenotype associated with ΔrfaY when it was cultured with chloramphenicol (5 mM benzoate).
The C3 population isolates had no mutations within slp-gadX, except for a 76-bp deletion of gadX, found in C3-5, yet the C3-1 transcriptome showed lower expression of gadABC (Fig. 3), so its genome must have altered regulation of acid tolerance pathways. Given that cspC is implicated in the stabilization of the rpoS mRNA (85, 87) and RpoS regulates Gad (Fig. 1), it is possible that cspC deletion downregulates Gad via a decreased RpoS concentration.
emrA and add deletions confer benzoate tolerance, while rob and hfq confer chloramphenicol sensitivity.
From population G5 (Table 2), strains G5-5 and G5-1 had a knockout mutation in emrA, which normally encodes part of the EmrAB-TolC pump (19). The emrA gene acquires point mutations—but not knockouts—under evolution with the uncoupler CCCP, which is expelled by EmrAB-TolC (20). We found that deletion of emrA conferred a degree of tolerance to benzoate (Fig. 7A; replicate curves are shown in Fig. S7). The emrA deletion conferred added benzoate tolerance even in the presence of chloramphenicol (Fig. 7B).
Another strain from the G5 population, G5-2, showed the greatest sensitivity to chloramphenicol and tetracycline of all 2,000-generation strains tested (18). G5-2 contained a frameshift in add, a gene encoding adenosine deaminase, which catalyzes a proton-consuming reaction of purine catabolism that protects the cell from acid by a mechanism analogous to that of GadA (88). Deletion of add conferred partial tolerance to benzoate (Fig. 7C). This result is yet another example of benzoate selection against an external-acid protection mechanism. G5-2 also contained a point mutation in rob encoding a MarA-type regulator that enhances chloramphenicol resistance (45). Deletion of rob did not significantly enhance growth in 15 mM benzoate (Fig. 7C) but did decrease the log-phase growth rate in chloramphenicol from an average growth rate of 0.63 ± 0.01 doublings per hour for W3110 to an average growth rate of 0.59 ± 0.02 doublings per hour for W3110 Δrob::kanR (Fig. 7E). A t test comparison gave a P value of <0.01. Replicates for the log-phase-growth region are shown for W3110 Δrob::kanR and W3110 in 4 μg/ml chloramphenicol.
G5-2 also contained a missense mutation in hfq, which encodes a pleiotropic regulator that functions as an RNA chaperone (89) and DNA-binding protein (90). Hfq is associated with antibiotic resistance and is a target for antimicrobial chemotherapy (91, 92). We found that an hfq deletion conferred partial tolerance to 15 mM benzoate (Fig. 8A) and sensitivity to chloramphenicol (Fig. 8B). In chloramphenicol, the growth curve of W3110 Δhfq::kanR was indistinguishable from that of G5-2. Thus, hfq mutation could contribute a major part of the G5-2 phenotype of benzoate tolerance associated with antibiotic sensitivity.
Hydrogenase 3 deletion enhances late growth.
Our transcriptomes showed that benzoate induces hydrogenase 3 in W3110 but that all four benzoate-evolved strains lose expression of hycEFG (Table 3). We tested the growth of W3110 strains with deletions of hycE (encoding the hydrogenase activity 2H+ → H2) and hycF (the subunit of the formate-hydrogenlyase complex) (77). Both the ΔhycE::kanR and ΔhycF::kanR strains grew similarly to W3110 until stationary phase. At 16 h, there was no significant difference between the ancestral and mutant OD600. However, after 20 h, when hydrogenase would be active, the mutants achieved a higher OD600 than W3110 (Fig. 9). These results confirm that although benzoate exposure induces the consumption of cytoplasmic protons via hydrogenase 3 as part of formate breakdown, this activity decreases long-term relative fitness in benzoate. In contrast, hydrogenase 1 (encoded by hya) consumes H2, producing 2H+ (73).
Other genes tested.
kanR knockout strains were tested for other genes that had mutant alleles in our benzoate-evolved isolates, but no significant difference from the ancestor was detected for growth with benzoate or with chloramphenicol. As noted above, such differences might emerge under extended direct competition. The genes tested by 22 h of culture with 15 mM benzoate included acnA, chbC, cpxA, deaD, fucA, mdtA, gltP, hdeD, pepN, rnb, yhfM, uxaA, and yhiD.
DISCUSSION
Here we combined genomic, transcriptomic, and genetic approaches to study how E. coli strains evolve in the presence of benzoate and salicylate. Our work extends the picture of known MDR-related genes mutated under exposure to partial or full uncouplers (18, 20) and suggests additional mechanisms for the increased sensitivity to antibiotics, such as the upregulation of porins and pleiotropic regulators. This subject has implications beyond E. coli, because the microbiomes of soil and the rhizosphere (93) as well as human and animal digestive tracts (94) are exposed to benzoate and related molecules.
Evolution in the presence of benzoate reverses the short-term benzoate stress response.
We confirmed by analysis of candidate gene deletions that despite the short-term benzoate upregulation of Gad genes (Table 3), the presence of benzoate actually selects against the Gad island (slp-gadX) and against Gad gene components mdtE and mdtF, which encode a multidrug efflux pump (Fig. 4). Our transcriptomes reveal a striking pattern of repression of Gad as well as other benzoate-inducible gene products in the benzoate-evolved strains (Table 3). Even a strain with no mutations in the fitness island (strain C3-1) had downregulated Gad, possibly by mutation of the RpoS posttranscriptional activator CspC. Similarly, strain G5-2 could have downregulated Gad via deletion of rob or of hfq (which activates RpoS). Collectively, these results show a pattern of convergent evolution achieved via one of several possible genetic mechanisms.
Our transcriptomes also showed that evolution with benzoate increased the expression of several large-hole porins (OmpF, OmpG, PhoE, OmpL). These porins amplify access to fermentable carbon sources for substrate-level phosphorylation, thus decreasing dependence on PMF, but OmpF is normally downregulated by benzoate derivatives via MarA, in order to exclude antibiotics (26). It is interesting that benzoate induced short peptide transporter genes opp and dpp (Table 3), which offer another means of access to fermentable carbon sources; this expression of peptide transporters was maintained in benzoate-evolved strains. For opp, there is controversial evidence that increased peptide transport coincides with antibiotic sensitivity (95–97).
Another form of reversal of benzoate regulation was the downregulation of hydrogenase 3 (Table 3; Fig. 9). The Hyd-3 substrate, formate, arises from E. coli fermentation, increasing in stationary phase. Hyd-3 as part of the formate-hydrogenlyase complex normally converts formate to CO2 and H2, yet we show that in the presence of benzoate, Hyd-3 deletion enhances fitness during late stationary phase, the period where we would expect FHL/Hyd-3 to be active (76). There is evidence that FHL activity exports protons (98). If so, this could be yet another system that wastes energy as exported protons drive more benzoate into the cell and thus decreases relative fitness over long-term subculturing. The possible effects of benzoate and other partial uncouplers could be relevant to the biotechnology of hydrogen production (77).
In strain A1-1, several alternative terminal oxidases were downregulated. Antibiotic resistance is linked to bacterial respiration, as several bactericidal antibiotics are shown to increase respiratory rates, while most bacteriostatic compounds decrease respiration (99). One means of adaptation to a high benzoate concentration could be to limit respiration by downregulating unneeded components of electron transport, including anaerobic respiration. This would limit the energy wasted by uncoupling respiration from ATP synthase. Introduction of antibiotics to a respiration-compromised cell could amplify the phenotype and lead to benzoate-induced antibiotic sensitivity.
Reversal of the short-term stress response following long-term serial culture has been seen in other evolution experiments as a tendency to restore global prestress conditions. After heat stress evolution of E. coli, the resulting strains show a loss of heat shock gene expression (100). The fitness cost of the stress response could involve either the cost of stress-induced gene expression, when it fails to provide a benefit (22), or the cost of excess PMF expenditure by a transporter or an efflux pump (25).
Growth of candidate gene deletion strains reveals contributions to benzoate tolerance and chloramphenicol sensitivity.
The loss of the MdtEF-TolC drug efflux system directly increases benzoate tolerance. This efflux pump couples drug efflux to PMF (31, 33, 101). Theoretically, benzoate decreases PMF by shuttling protons through the membrane. Thus, the presence of other proteins that utilize PMF further depletes the pool of extracellular protons available for core cell processes. It is possible that deleting drug efflux systems decreases proton flux through systems depleted by benzoate; thus, the fitness cost of drug pumps is amplified by benzoate.
We showed four candidate alleles associated with antibiotic sensitivity, and three of these have global or pleiotropic effects: the rpoA mutation in A1-1; the rob mutation in G5-2; and the deletion of hfq, which conferred both tolerance to benzoate and sensitivity to chloramphenicol. hfq deletion is a known source of drug sensitivity (91, 92).
Since the mutation in rpoA is in the rpoA product carboxy-terminal domain, which interacts with bacterial promoter upstream elements (UP elements) and certain transcription factors, it is possible that this allele downregulates a large set of genes (102, 103). This downregulation could free up resources for the response to benzoate stress, which could include a large number of PMF-driven antibiotic resistance genes. In fact, there is previous evidence suggesting that an interaction between the CTD of RpoA and MarA is necessary for MarA to induce the Mar regulon (103). Mutation of the RpoA CTD could block MarA activation of drug resistance, despite marA transcription.
The rfaY gene (which is mutated in strain C3-1) encodes a membrane-bound enzyme that phosphorylates the inner core of lipopolysaccharide (LPS), a function that has been implicated in membrane stability (104). The decreased membrane stability caused by the rfaY mutation may increase the permeation of certain antibiotics, thereby decreasing the antibiotic resistance of strain C3-1.
Another surprising finding was the pervasive occurrence of small mutations in genes for aromatic biosynthesis and catabolism; for example, a point mutation was found in folD and 1-base-pair deletion was detected in add. The folD gene is essential (53) and could not be deleted, but deletion of add was shown to enhance benzoate tolerance. The evidence points to further exploration of the role of benzoate and salicylate in modulating the efflux of aromatic intermediates of metabolism (62), especially given the benzoate-evolved enhancement of substrate influx via porins (Table 3).
Note that the relative fitness advantage of a given allele can accrue by various means at different phases of the growth cycle. For most of the candidate genes that we tested, such as gadE, mdtE, and cspC, deletion enabled cells to grow to a higher optical density than the parent, W3110. However, the chloramphenicol sensitivity associated with some alleles, such as rfaY, was caused by a lower rate of growth during log phase. While the bacteria grew to an optical density comparable to that of W3110, had the two strains been competing in coculture, the mutant strain would have soon lost out to the parent.
Overall, we reveal genetic mechanisms by which multigenerational exposure to benzoate leads to increased tolerance of benzoate or salicylate, with the trade-off being sensitivity to certain antibiotics. Our findings have implications for the roles of benzoate as a food preservative and for salicylate as a plant defense signal and as a therapeutic agent.
MATERIALS AND METHODS
Bacterial strains and culture conditions.
E. coli K-12 W3110 (laboratory stock D13) was the parent for all genetic analyses. The strain was resequenced for analysis (18). Unless otherwise specified, bacteria were cultured in LBK (10 g/liter tryptone, 5 g/liter yeast extract, 7.45 g/liter KCl) with a pH buffer at 37°C. The growth media were supplemented with benzoate, salicylate, kanamycin (50 μg/ml), or chloramphenicol (4 or 8 μg/ml) as necessary. For growth curves, medium was buffered to pH 7.0 with 100 mM 3-(N-morpholino)propanesulfonic acid (MOPS; pKa = 7.25) or to pH 6.5 with 100 mM piperazine-N,N′-bis(2-ethanesulfonic acid) (PIPES; pKa = 6.80) containing 70 mM Na+. The medium pH was adjusted with either 5 M HCl or 5 M KOH. Cultures were incubated at 37°C unless otherwise specified. Strains with kanR insertions were obtained from the Keio collection (105). The XTL241 strain containing the cat-sacB fusion was obtained from the D. L. Court lab at NCI (81). All other strains used in this study were derived from W3110 and are listed in Table 1 and in Table S1 in the supplemental material (new isolates with resequenced genomes).
Growth curves.
For growth curves in 15 mM benzoate, strains were cultured overnight in LBK with 100 mM PIPES, pH 6.5, supplemented with 5 mM benzoate. These cultures were diluted 1:200 in a 96-well plate into fresh LBK buffered to pH 6.5 with 100 mM PIPES supplemented with 15 mM benzoate. The OD600 was read in a SpectraMax spectrophotometer every 15 min for 22 h. For growth curves in chloramphenicol, strains were cultured overnight in LBK with 100 mM MOPS, pH 7, supplemented with 5 mM benzoate as needed. These cultures were diluted 1:200 into fresh medium supplemented with 4 μg/ml chloramphenicol, unless stated otherwise. The endpoint OD600 was defined as the cell density after 16 h. Significance tests included analysis of variance with Tukey’s post hoc test (R software). Each data figure represents the results of three experiments, in each of which 8 replicate cultures were tested, unless stated otherwise.
Genome sequencing of early-generation evolved strains.
Genomic DNA was extracted from early-generation clones and from the W3110 ancestral stock with a DNeasy DNA extraction kit (Qiagen) and a MasterPure Complete DNA and RNA purification kit (Epicentre, WI). Purity was determined by use of a NanoDrop 2000 spectrophotometer (Thermo Fisher Scientific), and concentrations were determined with a Qubit (v3.0) fluorometer (Thermo Fisher Scientific).
Genomic DNA was sequenced on an Illumina MiSeq platform at the Michigan State University Research Technology Support Facility Genomics Core. Libraries were prepared with an Illumina TruSeq Nano DNA library preparation kit. After library validation and quantitation, the libraries were pooled and loaded on an Illumina MiSeq flow cell. Sequencing was performed in a 2-by-250-bp paired-end format with an Illumina 500 cycle V2 reagent cartridge. Base calling was performed by Illumina real-time analysis (v1.18.54), and the output of the real-time analysis was demultiplexed and converted to the FastQ format with Illumina Bcl2fastq (v1.8.4) software. Mutations were called by alignment to the E. coli W3110 reference sequence with NCBI accession number NC_007779.1 using the breseq computational pipeline (49).
Strain construction.
The E. coli W3110 strains were constructed by P1 transduction and by recombineering. P1 transduction was performed by standard methods (106). Strains carrying kanR resistance cassettes in the genes of interest were acquired from the Keio collection (105). Insertions were verified by PCR amplification of the interface between the kanR allele and the area surrounding the insertion.
The slp-gadX strain (JLS1732) was constructed using bacteriophage lambda Red recombineering according to the protocol described by Thomason et al. (81). Generation of the acid fitness island knockout strain JLS1732 was performed using bacteriophage λ recombineering by the protocol described by Thomason et al. (81). Overnight cultures of E. coli with the pSIM6::ampR plasmid were diluted 1 to 70 in LB (5 g/liter NaCl) and grown to mid-log-phase (OD600, between 0.4 and 0.6) in a shaker flask at 32°C. A 15-ml aliquot of this subculture was transferred to a fresh flask and shaken at 42°C for 15 min. Cells were made electrocompetent and electroporated with a DNA oligonucleotide. Cells were outgrown at 32°C for 3 to 5 h and plated onto selective media. For the construction of JLS1732 (Δslp-ΔgadX), a double-stranded DNA oligonucleotide containing cat-sacB (chloramphenicol resistance-sucrose sensitivity selection/counterselection marker) with 50 bp of homology to slp and 50 bp of homology to gadX was constructed using cat-sacB hybrid primers. Then, this region was replaced with the 70-bp oligonucleotide AAACAGTAATATGTTTATGTAATATTAAGTCAACTAATAGATATTTCTTTATAGTTTTCATCTGATTCTG to produce a strain with a clean break at the start of slp and the end of gadX.
Transcriptome analysis.
The transcriptomes of the evolved isolates in comparison with the transcriptome of the ancestor were obtained as described previously (23). For RNA extraction, bacteria were cultured to stationary phase in LBK buffered to pH 6.5 with 100 mM PIPES at 37°C. Cultures were diluted 1:50 into fresh medium supplemented with 5 mM potassium benzoate and grown to early log phase (determined by an OD600 of 0.4). At mid-log phase (OD600, between 0.4 and 0.6), the cultures were diluted 6:1 into 5% phenol-ethanol solution and pelleted. The pellet was resuspended in Tris-EDTA (TE) buffer (100 μl) with 3 mg/ml lysozyme, as described by He et al. (23). A Qiagen RNeasy minikit was used to further purify the RNA. An additional DNase treatment (DNase-Max; MoBio) was conducted.
Illumina transcriptome sequencing (RNA-Seq) libraries were constructed for sequencing. An enrichment of mRNA was achieved by depleting rRNA by following the guidelines of the Ribo-Zero rRNA removal kit (Illumina) (23, 107). The RNA-Seq library was prepared by use of a ScriptSeq (v2) RNA-Seq library preparation kit (Epicenter, WI) with a starting concentration of 15 ng rRNA-depleted RNA for each library. The resulting random-primed cDNA was purified with a MinElute PCR purification kit (Qiagen) before the 12-PCR-cycle amplification step using a FailSafe PCR enzyme kit (Epicenter, WI) and selected ScriptSeq index primers as reverse primers. An Agencourt AMPure XP system (BeckmanCoulter, NJ) purified the libraries and thereby size selected for >200 bp. Each library’s size and quality were assessed on an Agilent 2100 bioanalyzer and a high-sensitivity DNA chip (Agilent Technologies, Wilmington, DE) and quantified with the NEBNext library Quant kit protocol (New England BioLabs). A NextSeq 500/550 high-output kit (300 cycles) was used for sequencing using an Illumina NextSeq 500 sequencer.
The sequences were initially analyzed using CLC Genomics software (v6.0). Sequences with a quality score of less than 30 were discarded, the remaining sequences were trimmed, and sequences of less than 36 bp were discarded. Sequences were mapped to the E. coli W3110 genome (NCBI accession number NC_007779.1) using the following CLC genomics mapping parameters: mismatch, 1; insertion, 3; deletion, 3; length, 0.9; similarity, 0.95; autodetect paired distances on and map randomly. CLC RNA-Seq was performed using the following parameters: mismatch, 2; length fraction, 0.9; similarity fraction, 0.95; strand specific selected; maximum 3 hits, 3; paired settings, 36 to 500; broken pairs counting selected. Only unique counts generated for individual genes were used as the starting data for all subsequent analyses.
Differential expression analysis was performed using the R package DESeq2. The reported log2 fold changes represent the difference in expression of each gene in the evolved strains in 5 mM benzoate relative to its expression in the ancestor under the same condition. We also performed a control comparing expression by the ancestor in 5 mM benzoate to that by the ancestor without benzoate. A gene was said to be differentially expressed if it had a log2 fold change in expression of greater than 1 and a P value of <0.01.
Accession number(s).
The SRA accession number for genome sequences of the 900- and 1,400-generation benzoate-evolved strains is SRP199427. For RNA-Seq files, the SRA accession number is SRP161934.
Supplementary Material
ACKNOWLEDGMENTS
This work was supported by award MCB-1613278 from the National Science Foundation and by Summer Science funds from Kenyon College.
We thank Zack Blount and Lee Rosner for insightful discussions.
Footnotes
Supplemental material for this article may be found at https://doi.org/10.1128/AEM.00966-19.
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