Skip to main content
Microorganisms logoLink to Microorganisms
. 2020 Apr 27;8(5):637. doi: 10.3390/microorganisms8050637

Growth, Cell Division, and Gene Expression of Escherichia coli at Elevated Concentrations of Magnesium Sulfate: Implications for Habitability of Europa and Mars

Sudip Nepal 1,2, Pradeep Kumar 1,2,*
PMCID: PMC7285182  PMID: 32349403

Abstract

We perform quantitative studies of the growth, death, and gene expression of Escherichia coli in a wide range of magnesium sulfate (MgSO4) concentrations (0–2.5 M). Elevated concentration of MgSO4 causes the inhibition of cell growth, leading to an increase in the population doubling time. We find that cells exhibit three distinct morphological phenotypes—(i) normal, (ii) filamentous, and (iii) small cells at 1.25 M MgSO4. Filamentous cells arise due to the lack of cell division, while the small cells arise due to the partial plasmolysis of the cells. We further find that cell death starts for salt concentrations >1.25 M and increases with an increasing concentration of MgSO4. For salt concentrations ≥1.66 M, the growth of cells stops and all the cells become smaller than the control cells, suggesting the plasmolysis of the population. Cells grown at salt concentration up to 2.07 M are reversible in both the growth rate and morphology upon the removal of the salt stress. The time scale of reversibility increases with increasing salt concentration. Finally, we investigate the expression of an osmotically inducible gene (osmC), genes involved in magnesium transport (corA), sulfate transport (cysP), and osmotically driven transport of water (aqpZ). We find that a high concentration of magnesium sulfate leads to the upregulation of cysP and osmC.

Keywords: habitability of Europa and Mars, response of bacteria to high salinity, hyperosmolar stress, magnesium sulfate, Escherichia coli

1. Introduction

Europa, one of the Galilean moons of Jupiter, is a significant candidate in the search for life beyond Earth, due to the presence of a global subsurface liquid water ocean in contact with a dense rocky core [1,2,3,4,5]. The mean surface temperature of Europa is about 100 K, hence, the surface is a thick icy crust with the global ocean running 100–200 km deep underneath it, with hydrostatic pressure reaching 130–260 MPa at the seafloor [6]. A recent study using spatially resolved spectra of Europa’s surface argues that MgSO4 is a radiation product, rather than a constituent of Europa’s brine, and suggests an abundance of chlorides of sodium and potassium in Europa’s ocean [7]. However, other studies, using a combination of geochemical modeling and Galileo’s Near Infrared Mapping Spectrometer observation of the surface, suggest that Mg2+, SO42, Na+, and Cl may be the most abundant ions in the ocean [8,9]. In order to constrain the ionic composition based on surface measurements, experiments on various aqueous compositions of salts were performed at low temperatures [10]. This study suggests that if the endogenic origin of sodium sulfate and magnesium sulfate is confirmed, then it would imply an ocean with a low pH and rich in magnesium and sulfate and poor in sodium [10]. These geochemical models further predict that the concentrations of Mg2+ and SO42 can be as high as 2.9 M and 3.6 M, respectively, depending on the temperature [8,9]. The presence of hygroscopic salts of Mg, Ca, Fe, and Na in Mars regoliths is well established [11,12,13,14]. These hygroscopic salts could retain water, forming liquid water brines [15]. According to some studies, the sulfate concentration in the regolith could be as high as 30% by weight [14,16]. This would entail that, for any organism to thrive on Europa or Mars, it must be adapted to high concentrations of magnesium sulfate along with other environmental factors. These conditions are not unknown to the terrestrial organisms. Many organisms on Earth thrive in harsh conditions such as high pressure, extreme temperatures, pH, salinity, and a combination of them [17,18,19,20]. Though rare, epsomic environments exist on Earth, such as the Basque Lakes and the Spotted Lake in Canada and the Qaidam Basin in China, that are rich in MgSO4 [21,22,23,24]. Metagenomics studies of the microbial community of the Spotted Lake suggests an abundance of Proteobacteria, Firmicutes, and Bacteroidetes, as well as diverse extremophiles [25]. Another metagenomics study has investigated the change in the microbial community in soil samples from the Qaidam Basin as a function of Mg2+ concentration in the soil [26]. They found an abundance of Firmicutes and Proteobacteria at a high concentration of Mg2+. Both Firmicutes and Proteobacteria subgroups have a large number of moderate and extreme halophiles. Recent studies have demonstrated the growth of salinotolerant bacteria isolated from the Great Salt Plains (OK), Hot Lake (Oroville, WA, USA), and Basque Lakes under high concentrations of magnesium sulfate [27,28,29,30]. While these studies reveal the microbial community structures in hypersaline environments and their potential growth in those environments, they do not provide information regarding the adaptation mechanisms of these microbes to these environments. The investigation of cellular responses of a non-salinotolerant microbe in hypersaline environments provides a window into bottleneck cellular functions more prone to fail when exposed to these conditions. Studies on the effect of high hydrostatic pressure on a halotolerant bacterium, Escherichia coli (E. coli), suggest that this bacterium can withstand very high pressures in a temperature dependent way [31,32]. An interesting question arises whether these cells can also tolerate high concentration of magnesium sulfate, presumably the most abundant salt on Europa and Mars.

Large concentration of ions create dual stress, both ionic and osmotic. While ions are needed for cellular functions, the presence of large amounts of ions may affect the structure, stability, and functionality of proteins [33]. At low concentrations of salt, proteins are soluble in water, while a high concentration of salt leads to the precipitation of proteins, a phenomenon known as salting out. The binding affinity of charged ligands to DNA is sensitive to salt concentration [34]. Liquid water and its activity is essential for terrestrial life. The addition of salt decreases the water activity [35]. The investigation of the limiting water activity for microbial life suggests that both prokaryotic and eukaryotic life forms cannot grow at water activities lower than ≈0.6 [36]. A halotolerant bacterium, E. coli, experiences several challenges under high salt concentration. Studies of the effects of the most common salt, sodium chloride, on E. coli suggest that the viability of cells does not change up to 0.51 M. The viability of the cells decreases upon the further increase of the salt concentration [37]. Studies of osmotic shock exerted on the bacterial cells indicate the active regulation of cell volume in response to the high concentration of salt [38]. Hyperosmolarity of media results in the plasmolysis of cells [39,40]. Cells regulate expression of many genes in response to the changes in their surroundings. Earlier studies have identified a number of genes involved in osmoregulation and osmoadaptation of cells. Sigma factor RpoS is a global transcriptional regulator of various genes in response to different stresses including heat, oxidative, and osmotic stress [41]. For example, osmC, an osmotically inducible gene, is upregulated under high osmolarity [42]. The transport of water from the outside to the inside of a cell, as well as from the inside of a cell to the outside, is extremely important for osmolarity regulation. Pure diffusion of water is too slow for cells to rapidly respond to external osmolarity changes, and hence cells require the facilitated transport of water. AqpZ, an aquaporin water channel, is shown to mediate both an inward and outward flux of water in response to changes in external osmolarity [43,44]. Under hyperosmotic conditions, aqpZ is downregulated [45]. The primary Mg2+ transporter in E. coli, CorA, is expressed constitutively and is essential for maintaining Mg2+ homeostasis inside the cells [46,47,48]. In the presence of low cytoplasmic levels of Mg2+, it is in the open state configuration, while in the presence of high cytoplasmic levels of Mg2+, it is in the closed state configuration. Sulfur is essential for making methionine and cystine amino acids and must be taken from the environment in inorganic or organic forms. Thiosulfate binding protein and a part of the ABC transporter complex, CysP, is involved in the transmembrane transport of sulfate and thiosulfate [49,50].

A large body of literature exists on the effect of both low [35,51,52] and high salt concentration [40,53,54,55] on cellular functions of bacteria. Most of these studies have taken sodium chloride or potassium chloride as models of salt. The effect of MgSO4 on bacterial cells is poorly understood. In order to explore the cellular response to a high concentration of magnesium sulfate, we study the cell growth and death, morphology, and gene expression of a number of genes involved in osmolarity regulation and the transport of magnesium and sulfate of a halotolerant bacterium, E. coli, at different concentrations of MgSO4. The paper is organized as follows. In the section Materials and Methods, we describe the experimental protocols and data analysis approaches. In the section Results, we describe the results followed by conclusion in the Discussion section.

2. Materials and Methods

2.1. Cell Culture and Media

Wild-type Escherichia coli K-12 strain MG1655 was obtained from the Coli Genetic Stock Center located at the Yale University, USA. Cells were cultured in M9 media with the supplement of 0.4% glucose and 0.4% succinate as carbon sources containing various concentrations of anhydrous MgSO4. The pH of the media decreases with increasing concentration of MgSO4 and is 5.3 at 1.25 M of salt. The media was filter-sterilized by passing it through a 0.22μ m filter (Thermo Fisher Scientific, Carlsbad, CA, USA). The minimum required concentration for the growth of cells in M9 medium is 2 mM, and we will refer to it as the control media. Solid media, M9-agar, was prepared by adding 1.5% agar (BD Difco, Franklin Lakes, NJ, USA) in the liquid media. Bacterial cells were first cultured in a petri dish containing M9-agar media and incubated at 37 °C for 16 h. A single colony from the petri dish was picked and subsequently grown in liquid M9 media at 37 °C in a shaking incubator until the optical density (OD600) reached 0.5±0.1. Subsequently, the bacterial sample was diluted to OD6000.10 in liquid M9 media containing different concentrations of MgSO4. The optical density of cells was measured every 30 min using Lambda Bio UV/VIS spectrophotometer (PerkinElmer, Waltham, MA, USA). For the salt concentrations at which cells do not exhibit any growth, the cells were cultured for 15 h, and were used for analyses.

2.2. Imaging and the Image Analysis

Phase-contrast images of cells were acquired using a SPOT imaging camera mounted on a Nikon EFD-3 microscope with a 40X objective, immediately following the experiments to minimize the error in the morphology of the bacterial cells. Images were taken without any bias. Images thus obtained were converted into binary images using ImageJ [56]. Binary images were subsequently analyzed using a custom MATLAB code to extract cell length.

2.3. Transmission Electron Microscopy (TEM)

Cells grown at different concentrations of MgSO4 were centrifuged at 2000 rpm for 8 min. The supernatant was discarded, and the pellets were resuspended in phosphate buffer saline (PBS). A TEM grid was then dipped into the sample for two minutes. Then the grid was submerged in 2% lead acetyl for two minutes. The sample was then dried for 24 h in a petri dish at room temperature and was visualized under TEM.

2.4. Cell Death Assay

Bacterial samples were washed twice in PBS and were then diluted in PBS with final OD600 ≈ 0.1. 20 ng/mL of propidium iodide (PI) was added to the solution and incubated in the dark at the room temperature for 20 min. Samples were then washed twice with PBS and were used to obtain the fluorescence intensities of cells using BD Ariafacs Fusion cell cytometer (BD Bioscience, Franklin Lakes, NJ, USA).

2.5. Reversibility in a Liquid Media

In order to investigate the time that it takes for cells to start behaving like normal cells upon removal of the salt stress, we performed reversibility studies of growth and morphology. Specifically, samples of cells starting with OD6000.10 were grown at different concentrations of magnesium sulfate in M9 media till the OD600 reaches 1.0. Subsequently, cells were diluted to OD6000.04, and were inoculated in fresh M9 media with 2 mM magnesium sulfate. The optical density of the samples was measured every 30 min until the OD600 reaches 1.2 (five generations). Samples were again diluted to OD6000.04, and the growth measurements were performed. We call each of these cycles of dilution and growth, a passage. At the end of each passage, images of the cells were obtained and analyzed as described in the Image Analysis section. These passages were repeated for all samples until both the growth rate and the morphology of cells became comparable to control cells. Lag time, the time it takes before the cells start growing exponentially upon removal of the salt stress, was also recorded for samples grown at different concentrations of magnesium sulfate.

2.6. Primers and RT-qPCR

The effect of magnesium sulfate on the comparative expression of different genes of E. coli was studied using a real-time quantitative PCR (RT-qPCR), as described in a previous study [57]. The primers used in this study are listed in Table 1. Primers were designed on the basis of published GeneBank data using Primer 3 software (National Center for Biotechnology Information) and were purchased from Integrated DNA Technologies (Coralville, IA, USA). The primers were tested using NCBI-Primer BLAST, melt curve analysis, and in silico PCR [58]. The amplicon length of each primer is 150 bp. For the bacterial sample preparation, a single colony was picked from solid media and inoculated in liquid M9 media. The sample was grown until OD600 reached 0.8 and was resuspended in a new media by 16 fold dilution. A respective amount of salt was added to the media for the sample grown at 1.25 M salt concentration. Cells were grown till the mid-exponential phase (OD6000.6) and total RNA was extracted using RNeasy mini kit (Qiagen, Germantown, MD, USA). The total RNA sample was treated with DNAse (Thermo Fisher Scientific, Carlsbad, CA, USA) and converted to complementary DNA (cDNA) using iScript cDNA synthesis kit (Bio-Rad, Hercules, CA, USA). The cDNA template was amplified using iQ SYBR Green supermix (Bio-Rad, Hercules, CA, USA) and the respective primers. The amplification was performed on Quant Studio 3 real-time PCR system (Applied Biosystems, Thermo Fisher Scientific, Carlsbad, CA, USA). The gene expression data were normalized to 16S rRNA and the relative expression, 2ΔΔCt, was calculated over three biological and two technical replicates. The error bar on the relative expression was estimated from the standard error on ΔCt for each gene.

Table 1.

List of the primers used.

Gene Primer Sequence (5–3)
16S rRNA Forward TCGTCAGCTCGTGTTGTGAA
Reverse AGGGCCATGATGACTTGACG
corA Forward AACATCGAGCAGAACCGCAT
Reverse AAAGATAATCGCGCCAGGGT
cysP Forward CGCCGTTTGAGCAACAATGG
Reverse TTTGTACGTCGGTCACCTGG
osmC Forward ATCGATTGATACCACCGCCG
Reverse GGGCATCCTGCTTTTGCTTT
aqpZ Forward AGCATTCACCAGGCGGTTAT
Reverse TCAGGGTTAAGGCCAGACCA

3. Results

3.1. Cell Growth and Cell Death at Elevated MgSO4 Concentration

In order to investigate the effects of different concentrations of MgSO4 on cell growth and cell death, cells were grown in M9 media with the supplement of six different concentrations of MgSO4, 2 mM, 0.41 M, 0.83 M, 1.25 M, 1.66 M, 2.07 M, and 2.50 M. All the experiments were performed at temperature, T = 37 °C. The optical density (OD600) of cultured samples was measured every 30 min. The OD600 thus obtained was used to analyze the growth of the cells. Figure 1A shows the growth curves of the cells for all the concentrations of magnesium sulfate studied here. To characterize the growth rate, we measured the population doubling time, τd, by fitting an exponential of the form OD600(t)=OD600(0)2tτd through the growth curves. The population doubling time, τd, as a function of salt concentration is shown in Figure 1B. The population doubling time increases with an increasing concentration of magnesium sulfate. Since cells do not exhibit any growth for salt concentrations greater than 1.25 M but undergo cell death, we do not measure the population doubling time for these concentrations.

Figure 1.

Figure 1

Growth and death of E. coli at different MgSO4 concentrations. (A) Growth curves of bacteria at different concentrations of magnesium sulfate. (B) The population double time, τd, as a function of magnesium sulfate concentration. Population doubling time increases with increasing concentration of magnesium sulfate. Since cells do not exhibit any growth for salt concentrations greater than 1.25 M but undergo cell death, we do not measure the population doubling time for these concentrations. (C) The survival fraction of cells as a function of magnesium sulfate concentration. Survival fraction does not change for concentrations lower than 1.25 M. Beyond this salt concentration, the survival fraction drops sharply.

We next studied the effect of magnesium sulfate on the viability of cells. Cells were grown in liquid cultures with starting OD600=0.10, and a small volume of the cells at OD600=1.0 was taken out and stained with PI. Fluorescence intensities of about 120,000 cells were acquired using a fluorescence cell cytometer. The fluorescence intensity data were analyzed to get the survival fraction of the population for each sample. Figure 1C shows the survival fraction of cells as function of salt concentration. Cell death is negligible and comparable to control cells for salt concentrations ≤1.25 M. Beyond 1.25 M, the rate of cell death increases monotonically. We do not observe the growth of cells for salt concentrations ≥1.66 M and find a population collapse of the cells after 30 h in 2.5 M magnesium sulfate. These results suggest that E. coli, a halotolerant bacterium, can withstand up to 1.25 M magnesium sulfate, without death.

3.2. Cell Division, Cell Length, and Cellular Heterogeneity

We next studied the effect of different concentrations of magnesium sulfate on cell morphology. Cells were cultured in liquid media with different concentrations of magnesium sulfate until the optical density reached 1. Cells were then taken out and a small volume (0.5μ L) was placed on multiple slides and imaged immediately under the microscope. Figure 2 shows the representative images of bacterial cells grown at MgSO4 concentrations of 2 mM (control), 0.41 M, 0.83 M, 1.25 M, 1.66 M, and 2.07 M. The cell length decreases with the increasing concentration of magnesium sulfate except at 1.25 M. At 1.25 M concentration, population of the cells exhibits three different phenotypes—(i) cells comparable to the length of control cells, (ii) cells smaller than the control cells, and (iii) filamentous cells. In the case of the filamentous cells, cell septum site is visible but cell division has not occurred. Since these filamentous cells have not divided, we assume each of these cells to be a single cell (see Figure 2D).

Figure 2.

Figure 2

Representative images of E. coli at MgSO4 concentrations of (A) 2 mM, (B) 0.41 M, (C) 0.83 M, and (D) 1.25 M, respectively. The images were taken when the sample OD600=1. (E,F) are the images of the cells grown for 15 h in MgSO4 concentrations of 1.66 M and 2.07 M, respectively.

Image data obtained above were then analyzed to extract the cell length. In Figure 3, we show the probability distributions, P(), of cell length, , for 2 mM (control), 0.41 M, 0.83 M, 1.25 M, 1.66 M, and 2.07 M concentrations of magnesium sulfate. For salt concentrations ≤0.83 M, the distributions are similar to control cells but are slightly shifted to smaller values of the length. For salt concentration 1.25 M, the distribution is long-tailed due to the presence of filamentous cells in the population. The mean and the variance of cell length as a function of magnesium sulfate concentration are shown in Figure 4A,B, respectively. Both the mean and the variance of the bacterial cell length are non-monotonic with a maximum at 1.25 M concentration of salt. These results suggest that the cell morphology is slightly affected at the salt concentrations below 0.83 M. Cell morphology exhibits a large heterogeneity at 1.25 M concentration of magnesium sulfate. Filamentous cells contribute to the increase of the average length of the cells, while both filamentous and short cells contribute to the variance of the cells at the concentration of 1.25 M. Therefore, both the mean and variance exhibit maximum at this concentration. Note that for concentrations >1.25 M, cells do not exhibit growth, and both dead and live cells exist in the population over the time scale of our experiments.

Figure 3.

Figure 3

Probability distribution, P(), of cell length of E. coli at MgSO4 concentrations of (A) 2 mM, (B) 0.41 M, (C) 0.83 M, (D) 1.25 M, (E) 1.66 M, and (F) 2.07 M, respectively. The x-axis range is the same for all the panels except panel D. For salt concentrations ≤0.83 M, the probability distributions are similar but shift to lower values of length. Cell length exhibits large heterogeneities at 1.25 M of salt concentration, leading to a long-tailed distribution. Note that filamentous cells are counted as single cells. For concentrations >1.25 M, there is cell death, and the probability distribution is over both dead and live cells.

Figure 4.

Figure 4

(A) Average length, , and (B) variance, σ2, as a function of MgSO4 concentration. Since for concentrations >1.25 M, cells undergo death, and therefore, both the average and the variance of cell length exhibit a maximum at 1.25 M.

3.3. Plasmolysis of Cells

Cells actively regulate their volumes in order to maintain the osmotic balance between the inside and the outside of a cell. If the osmolarity of the external environment is high, cells expel out the water from the cytoplasm to balance the osmotic pressure difference between the inside and outside of a cell. The loss of water from the cells causes the decrease of turgor pressure inside and under extreme osmotic stress, plasma membrane may detach from the cell-wall, leading to plasmolysis of cells. Earlier studies have suggested that E. coli may undergo plasmolysis under hyperosmotic conditions [39]. As we have discussed above, as the concentration of magnesium sulfate in the media increases, we also find cells smaller in length as compared to control cells, suggesting the loss of water from the cells. To investigate the nature of shortening of cells, we performed imaging of cells under a TEM. In Figure 5A–C are the representative TEM images of cells at 2 mM, 1.25 M, and 2.5 M magnesium sulfate, respectively. The scale bar is 500 nm. Plasmolysis of cells is clearly seen at high salt concentrations and the extent of plasmolysis is greater in the regions around the poles.

Figure 5.

Figure 5

TEM images of E. coli at MgSO4 concentrations of (A) 2 mM, (B) 1.25 M, and (C) 2.07 M, respectively. Cells undergo plasmolysis at high salt concentrations and the extent of plasmolysis is greater near the poles.

3.4. Expression of aqpZ, corA, cysP, and osmC

We next investigated the expression of genes involved in the osmotic transport of water (aqpZ), magnesium transport (corA), sulfate transport (cysP), and an osmotically inducible gene (osmC). We compare the expression of these genes between the cells grown at 2 mM and 1.25 M salt concentration. In Figure 6, we show the fold expression changes, 2ΔΔCt, of these genes between control (2 mM MgSO4) and cells grown at 1.25 M magnesium sulfate. The data is obtained by averaging over three biological and two technical replicates. The error bars were estimated from the standard error on ΔCt. Our results suggest that while the expressions of aqpZ and corA remain unchanged, the expressions of cysP and osmC are upregulated at 1.25 M salt concentration. Moreover, we observe a larger variability in expression of cysP across biological replicates. Interestingly, the expression of aqpZ does not change for the cells grown at high concentration of magnesium sulfate, as opposed to its downregulation in the exponential growth phase observed in the presence of hyperosmolar media containing NaCl [59]. However, later studies have found no role of aqpZ in the water permeability during the exponential growth phase but only during the stationary phase [60,61]. Since we measure the gene expression during the exponential growth phase, our result of no changes in aqpZ expression at high salt concentration is consistent with the results of Soupene et. al. [60]. The slow diffusion of water is still possible over long times, and therefore the plasmolysis observed at high salt concentration may result from slow diffusion of water into external media.

Figure 6.

Figure 6

Relative expression, 2ΔΔCt, of the cells grown at 1.25 M magnesium sulfate as compared to cells grown in control media (2 mM MgSO4). Gene encoding the sulfate transporter, cysP, and an osmotically inducible gene, osmC, are upregulated at high concentration of magnesium sulfate. The expression of cysP exhibits large variability across biological replicates.

3.5. Reversibility of Population Doubling Time upon Removing the Applied Salinity Stress

We next asked questions regarding the reversibility of cell morphology and cell growth rate upon removal of high salt stress. In other words, how many generations does it take for the cells grown at high salt concentration before they start behaving like control cells upon the removal of salt stress? Cell morphology of bacteria grown under different environmental stresses, such as high hydrostatic pressure [31,62], temperature [63], and antibiotics [64,65] has been investigated. These studies have found filamentous cell morphology, similar to our observation of cell morphology at 1.25 M magnesium sulfate. This change in morphology is implicated in survival strategy [66]. Some of these investigations have focused on the reversibility dynamics of filamentous cells to normal cells [32]. A high concentration of magnesium sulfate leads to changes in morphology, not only due to lack of cell division but also due to partial plasmolysis of cells, as discussed above. Here, we focus on the time scale of recovery of cells once the salt stress is removed. The reversibility experiments were performed as described in the Materials and Methods section. For the first passage (right after the removal of salt stress), there was a significant lag phase before cells started to grow exponentially for all the samples grown at different concentrations of magnesium sulfate. We find that the lag time increases with the increasing concentration of magnesium sulfate (Figure 7A). The population doubling time, τd, is also measured during each passage. Since the population doubling time changes with the number of passages (or generations), the τd obtained here is an average doubling time over five generations. Figure 7B shows the population doubling time, τd, of cells at different salt concentrations as well as between 0–5 (passage 1), 5–10 (passage 2), 10–15 (passage 3) generations after removal of the salt stress. Here, the 0th-generation (passage 1) means the time when the cells first entered the exponential growth phase right after the removal of the salt stress. The error on τd is estimated from the instrumentation error, ΔOD=0.02, on the measurement of optical density. We assumed a Gaussian statistics for the error ΔOD measured at each time point of a growth curve. We generated 1000 values of ΔOD for each time point of a growth curve from a Gaussian with a constant standard deviation ΔOD=0.02 and fit exponentials through them. This gives us a set of 1000 values of population doubling time for each growth curve. The average of these values of population doubling times is reported as τd and the standard deviation of these population doubling times is taken as the error on τd. Cell morphology was reversible and comparable to morphology of the control cells within five generations for all the salt concentrations studied here but the growth rate reversibility was dependent on salt concentration. Cells grown in the media containing ≤0.83 M MgSO4 are reversible in their growth rate in less than five generations after removing stress. Cells stressed under >0.83 M magnesium sulfate took a longer time before τd became comparable to that of the control cells. Cells grown at 1.66 M and 2.07 M concentration of magnesium sulfate, where a fractions of cells in a population undergo death or partial plasmolysis, reverted to the normal growth rate after ≈10 generations. These results suggest that the effect of high concentrations of magnesium sulfate can propagate over many generations even after the removal of the salt stress.

Figure 7.

Figure 7

(A) Lag time as a function of magnesium sulfate concentration. The lag time increases with increasing concentration. (B) Population doubling time, τd, during different passages after the removal of high salt stress. Open bars (1.66 M and 2.07 M) represent no growth. The population doubling time for the control cells grown at 2 mM MgSO4 is 55±5 min. The error on the τd is estimated from the instrumentation error in the measurement of optical density as described in the text.

4. Discussion

In summary, we studied the effect of high concentrations of magnesium sulfate, presumably the most abundant salt on Europa and Mars, on cell growth, death, cell division, and gene expression of a halotolerant bacterium E. coli. The growth rate of cells decreases with salt concentration up to 1.25 M without any death. The result of the decrease of the growth rate with magnesium sulfate concentration is similar to the effect of other stressors on E. coli, such as high hydrostatic pressure [31,67], high and low temperatures [68], and extremes of pH [69]. For salt concentrations above 1.25 M, cells do not exhibit any growth and the cell death rate increases sharply. It is known that the viability of E. coli decreases upon increasing sodium chloride concentration beyond 0.51 M [37]. However, our data suggests that the cells are viable up to 1.25 M magnesium sulfate. Water activity is one of the major factors determining the growth and viability of cells. In Table 2, we list the values of water activity of aqueous solutions of magnesium sulfate [70], and compare it with the water activity of aqueous solutions of sodium chloride [71,72]. The water activity corresponding to the onset of cell death in magnesium sulfate is slightly smaller (0.974) as compared to the onset of cell death in sodium chloride (0.983). These values of water activity are significantly larger than the limiting value of water activity ≈0.6 [36] to support life. Our results suggest that E. coli can be viable in a much larger ionic strength of MgSO4, as compared to NaCl. It appears that in this case, the nature of the ions is the limiting factor and not the water activity.

Table 2.

Water activities of aqueous solutions of MgSO4 and NaCl at T = 25 °C. The data are taken from References [70,71,72].

Concentration (M) Water Activity
MgSO4 NaCl
0.1 0.9970 0.9967
0.2 0.9950 0.9934
0.3 0.9940 0.9901
0.4 0.9920 0.9868
0.5 0.9900 0.9836
0.6 0.9880 0.9803
0.7 0.9870 0.9769
0.8 0.9850 0.9736
0.9 0.9830 0.9702
1.0 0.9810 0.9669
1.2 0.9760 0.9601
1.25 0.9740 0.9552
1.4 0.9710 0.9532
1.6 0.9660 0.9461
1.8 0.9600 0.9389
2.0 0.9530 0.9316
2.5 0.9320 0.9127
3.0 0.9050 0.8932

We also investigated cell division and cell morphology. We find that for salt concentrations up to 0.83 M, the average cell length decreases. At 1.25 M of salt, cells exhibit three distinct morphologies—(i) filamentous cells, (ii) shorter than the control cells, and (iii) cells with a length comparable to control cells. The filamentous cells in the population arise due to the lack of cell division. TEM images of the cells revealed that cells undergo plasmolysis at high salt concentrations, with the plasmolysis being stronger in the regions around the poles. The heterogeneities in morphology and survival may arise due to underlying stochasticity in cellular processes, including gene expression [73], cell division [74], protein-protein interaction [75], mRNA synthesis and degradation [76], and stochastic nature of biochemical networks [77]. Cells grown at high salt concentrations were able to revert back to normal growth rate and morphology. The reversibility time of the growth rate increases with salt concentration. The dynamics of cell division of the filamentous cells during reversibility will be a subject of future investigation. Finally, we find that the expressions of osmC and cysP increase at salt concentration of 1.25 M. CysP, a thiosulfate binding protein, is a part of ABC transporter that regulates the transport of sulfate. Increased expression of cysP at high salt concentration suggests that cells control the uptake of sulfate by upregulating the expression of cysP. The expression of osmC, an osmotically inducible gene, also increases. The upregulation of osmC is consistent with what is found for the cellular response in other hyperosmolar environment [42]. osmC expression in E. coli is regulated by a number of genes. osmC is transcribed from two overlapping promoters, osmCp1 and osmCp2 [78]. The transcription factor RpoS is needed for the transcription from promoter osmCp2, while it is transcribed from osmCp1 in a RpoS-independent way [42,78]. Furthermore, the expression of osmC is regulated by a histone-like nucleoid structuring protein, H-NS, and leucine-responsive regulatory protein, Lrp [78,79]. Lrp represses the expression of osmC by binding to the promoter osmCp2, while H-NS represses both the promoters through an unknown mechanism. In the light of our results, it appears that the upregulation of osmC in the presence of a high salt concentration may arise from the increased production of RpoS and the transcription of osmC from osmCp2 or in a RpoS-independent way from osmCp1 during the exponential growth phase. Another possibility is the downregulation of H-NS and LrP or decreased binding affinities to bind to osmC promoters. We find that the expression level of aqpZ does not change at a high salt concentration, consistent with earlier studies of expression of aqpZ under hyperosmotic condition in the exponential growth phase [60,61].

Aqueous solutions of MgSO4 up to 1.25 M may exist at subzero temperatures in near-surface regions on Mars. Since E. coli can be viable up to 1.25 M of magnesium sulfate, our results are important for planetary protection. Besides Europa and Mars, our studies are also relevant for the habitability of other planetary bodies such as Ceres and Enceladus. The conditions on Europa do not only include high concentrations of magnesium sulfate but also high pressure and low temperature. We only investigated the behavior of the cells in one of the variables, salt concentration. Further studies, in which combinations of these environmental variables are considered, must be carried out in order to understand cellular responses of E. coli in those conditions.

Acknowledgments

The authors would like to thank Basanta Raj Wagle and Annie Donoghue for help with RT-qPCR experiments and Betty Martin for help with TEM imaging. We would also like to thank Khanh Nguyen and Steven Murray for helpful discussion and anonymous reviewers for valuable suggestions.

Author Contributions

P.K. conceived and designed the research, S.N. and P.K. performed the research, S.N. and P.K. analyzed the data and wrote the paper. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Conflicts of Interest

The authors declare no conflict of interest.

Footnotes

Sample Availability: Data will be made available upon publication.

References

  • 1.Cassen P., Reynolds R.T., Peale S. Is there liquid water on Europa? Geophys. Res. Lett. 1979;6:731–734. [Google Scholar]
  • 2.Squyres S.W., Reynolds R.T., Cassen P.M., Peale S.J. Liquid water and active resurfacing on Europa. Nature. 1983;301:225. [Google Scholar]
  • 3.Schmidt B., Blankenship D.D., Patterson G., Schenk P. Active formation of ’chaos terrain’ over shallow subsurface water on Europa. Nature. 2011;479:502. doi: 10.1038/nature10608. [DOI] [PubMed] [Google Scholar]
  • 4.Gaidos E.J., Nimmo F. Planetary science: Tectonics and water on Europa. Nature. 2000;405:637. doi: 10.1038/35015170. [DOI] [PubMed] [Google Scholar]
  • 5.Manga M., Wang C.Y. Pressurized oceans and the eruption of liquid water on Europa and Enceladus. Geophys. Res. Lett. 2007;34 doi: 10.1029/2007GL029297. [DOI] [Google Scholar]
  • 6.Naganuma T., Uematsu H. Dive Europa: A search-for-life initiative. Biol. Sci. Space. 1998;12:126–130. doi: 10.2187/bss.12.126. [DOI] [PubMed] [Google Scholar]
  • 7.Brown M., Hand K. Salts and radiation products on the surface of Europa. Astron. J. 2013;145:110. [Google Scholar]
  • 8.Marion G.M. A molal-based model for strong acid chemistry at low temperatures (<200 to 298 K) Geochim. Cosmochim. Acta. 2002;66:2499–2516. [Google Scholar]
  • 9.Kargel J.S., Kaye J.Z., Head J.W., III, Marion G.M., Sassen R., Crowley J.K., Ballesteros O.P., Grant S.A., Hogenboom D.L. Europa’s crust and ocean: Origin, composition, and the prospects for life. Icarus. 2000;148:226–265. [Google Scholar]
  • 10.Johnson P.V., Hodyss R., Vu T.H., Choukroun M. Insights into Europa’s ocean composition derived from its surface expression. Icarus. 2019;321:857–865. [Google Scholar]
  • 11.Clark B.C. Implications of abundant hygroscopic minerals in the Martian regolith. Icarus. 1978;34:645–665. [Google Scholar]
  • 12.Wänke H., Brückner J., Dreibus G., Rieder R., Ryabchikov I. Chronology and Evolution of Mars. Springer; Dordrecht, The Netherlands: 2001. Chemical composition of rocks and soils at the Pathfinder site; pp. 317–330. [Google Scholar]
  • 13.Clark B.C., Morris R., McLennan S., Gellert R., Jolliff B., Knoll A., Squyres S., Lowenstein T., Ming D., Tosca N., et al. Chemistry and mineralogy of outcrops at Meridiani Planum. Earth Planet. Sci. Lett. 2005;240:73–94. [Google Scholar]
  • 14.Gendrin A., Mangold N., Bibring J.P., Langevin Y., Gondet B., Poulet F., Bonello G., Quantin C., Mustard J., Arvidson R., et al. Sulfates in Martian layered terrains: The OMEGA/Mars Express view. Science. 2005;307:1587–1591. doi: 10.1126/science.1109087. [DOI] [PubMed] [Google Scholar]
  • 15.Altheide T., Chevrier V., Nicholson C., Denson J. Experimental investigation of the stability and evaporation of sulfate and chloride brines on Mars. Earth Planet. Sci. Lett. 2009;282:69–78. [Google Scholar]
  • 16.Vaniman D.T., Bish D.L., Chipera S.J., Fialips C.I., Carey J.W., Feldman W.C. Magnesium sulphate salts and the history of water on Mars. Nature. 2004;431:663–665. doi: 10.1038/nature02973. [DOI] [PubMed] [Google Scholar]
  • 17.Kato C., Li L., Nogi Y., Nakamura Y., Tamaoka J., Horikoshi K. Extremely barophilic bacteria isolated from the Mariana Trench, Challenger Deep, at a depth of 11,000 meters. Appl. Environ. Microbiol. 1998;64:1510–1513. doi: 10.1128/aem.64.4.1510-1513.1998. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Takami H., Inoue A., Fuji F., Horikoshi K. Microbial flora in the deepest sea mud of the Mariana Trench. FEMS Microbiol. Lett. 1997;152:279–285. doi: 10.1111/j.1574-6968.1997.tb10440.x. [DOI] [PubMed] [Google Scholar]
  • 19.Das Sarma S., Das Sarma P. Halophiles. eLS. 2017:1–13. doi: 10.1002/9780470015902.a0000394.pub4. [DOI] [Google Scholar]
  • 20.Huston A.L., Krieger-Brockett B.B., Deming J.W. Remarkably low temperature optima for extracellular enzyme activity from Arctic bacteria and sea ice. Environ. Microbiol. 2000;2:383–388. doi: 10.1046/j.1462-2920.2000.00118.x. [DOI] [PubMed] [Google Scholar]
  • 21.Marion G.M., Fritsen C.H., Eicken H., Payne M.C. The search for life on Europa: Limiting environmental factors, potential habitats, and Earth analogues. Astrobiology. 2003;3:785–811. doi: 10.1089/153110703322736105. [DOI] [PubMed] [Google Scholar]
  • 22.Preston L.J., Dartnell L.R. Planetary habitability: Lessons learned from terrestrial analogues. Int. J. Astrobiol. 2014;13:81–98. [Google Scholar]
  • 23.Jenkins O.P. Spotted lakes of epsomite in Washington and British Columbia. Am. J. Sci. 1918;46:638–644. [Google Scholar]
  • 24.Foster I.S., King P.L., Hyde B.C., Southam G. Characterization of halophiles in natural MgSO4 salts and laboratory enrichment samples: Astrobiological implications for Mars. Planet. Space Sci. 2010;58:599–615. [Google Scholar]
  • 25.Pontefract A., Zhu T.F., Walker V.K., Hepburn H., Lui C., Zuber M.T., Ruvkun G., Carr C.E. Microbial diversity in a hypersaline sulfate lake: A terrestrial analog of ancient Mars. Front. Microbiol. 2017;8:1819. doi: 10.3389/fmicb.2017.01819. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Xing R., Gao Q.B., Zhang F.Q., Wang J.L., Chen S.L. Large-scale distribution of bacterial communities in the Qaidam Basin of the Qinghai–Tibet Plateau. MicrobiologyOpen. 2019;8:e909. doi: 10.1002/mbo3.909. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Crisler J.D., Newville T., Chen F., Clark B.C., Schneegurt M.A. Bacterial growth at the high concentrations of magnesium sulfate found in Martian soils. Astrobiology. 2012;12:98–106. doi: 10.1089/ast.2011.0720. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Kilmer B.R., Eberl T.C., Cunderla B., Chen F., Clark B.C., Schneegurt M.A. Molecular and phenetic characterization of the bacterial assemblage of Hot Lake, WA, an environment with high concentrations of magnesium sulphate, and its relevance to Mars. Int. J. Astrobiol. 2014;13:69–80. doi: 10.1017/S1473550413000268. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Fox-Powell M.G., Cockell C.S. Building a geochemical view of microbial salt tolerance: Halophilic adaptation of Marinococcus in a natural magnesium sulfate brine. Front. Microbiol. 2018;9:739. doi: 10.3389/fmicb.2018.00739. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Wilks J.M., Chen F., Clark B.C., Schneegurt M.A. Bacterial growth in saturated and eutectic solutions of magnesium sulphate and potassium chlorate with relevance to Mars and the ocean worlds. Int. J. Astrobiol. 2019;18:502–509. doi: 10.1017/s1473550418000502. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Kumar P., Libchaber A. Pressure and temperature dependence of growth and morphology of Escherichia coli: Experiments and stochastic model. Biophys. J. 2013;105:783–793. doi: 10.1016/j.bpj.2013.06.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32.Nepal S., Kumar P. Dynamics of phenotypic switching of bacterial cells with temporal fluctuations in pressure. Phys. Rev. E. 2018;97:052411. doi: 10.1103/PhysRevE.97.052411. [DOI] [PubMed] [Google Scholar]
  • 33.Sinha N., Smith-Gill S.J. Electrostatics in protein binding and function. Curr. Protein Pept. Sci. 2002;3:601–614. doi: 10.2174/1389203023380431. [DOI] [PubMed] [Google Scholar]
  • 34.Sharp K.A., Honig B. Salt effects on nucleic acids. Curr. Opin. Struct. Biol. 1995;5:323–328. doi: 10.1016/0959-440x(95)80093-x. [DOI] [PubMed] [Google Scholar]
  • 35.Csonka L.N. Physiological and genetic responses of bacteria to osmotic stress. Microbiol. Mol. Biol. Rev. 1989;53:121–147. doi: 10.1128/mr.53.1.121-147.1989. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Stevenson A., Cray J.A., Williams J.P., Santos R., Sahay R., Neuenkirchen N., McClure C.D., Grant I.R., Houghton J.D., Quinn J.P., et al. Is there a common water-activity limit for the three domains of life? ISME J. 2015;9:1333. doi: 10.1038/ismej.2014.219. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37.Doudoroff M. Experiments on the adaptation of Escherichia coli to sodium chloride. J. Gen. Physiol. 1940;23:585–611. doi: 10.1085/jgp.23.5.585. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Record M.T., Jr., Courtenay E.S., Cayley D.S., Guttman H.J. Responses of E. coli to osmotic stress: Large changes in amounts of cytoplasmic solutes and water. Trends Biochem. Sci. 1998;23:143–148. doi: 10.1016/s0968-0004(98)01196-7. [DOI] [PubMed] [Google Scholar]
  • 39.Cota-Robles E.H. Electron microscopy of plasmolysis in Escherichia coli. J. Bacteriol. 1963;85:499–503. doi: 10.1128/jb.85.3.499-503.1963. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Rojas E., Theriot J.A., Huang K.C. Response of Escherichia coli growth rate to osmotic shock. Proc. Natl. Acad. Sci. USA. 2014;111:7807–7812. doi: 10.1073/pnas.1402591111. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Loewen P.C., Hu B., Strutinsky J., Sparling R. Regulation in the rpoS regulon of Escherichia coli. Can. J. Microbiol. 1998;44:707–717. doi: 10.1139/cjm-44-8-707. [DOI] [PubMed] [Google Scholar]
  • 42.Gutierrez C., Devedjian J.C. Osmotic induction of gene osmC expression in Escherichia coli K12. J. Mol. Biol. 1991;220:959–973. doi: 10.1016/0022-2836(91)90366-e. [DOI] [PubMed] [Google Scholar]
  • 43.Delamarche C., Thomas D., Rolland J.P., Froger A., Gouranton J., Svelto M., Agre P., Calamita G. Visualization of AqpZ-mediated water permeability in Escherichia coli by cryoelectron microscopy. J. Bacteriol. 1999;181:4193–4197. doi: 10.1128/jb.181.14.4193-4197.1999. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Calamita G. The Escherichia coli aquaporin-Z water channel: MicroReview. Mol. Microbiol. 2000;37:254–262. doi: 10.1046/j.1365-2958.2000.02016.x. [DOI] [PubMed] [Google Scholar]
  • 45.Rao N.V., Shashidhar R., Bandekar J.R. Comparative analysis of induction of osmotic-stress-dependent genes in Vibrio vulnificus exposed to hyper-and hypo-osmotic stress. Can. J. Microbiol. 2013;59:333–338. doi: 10.1139/cjm-2012-0749. [DOI] [PubMed] [Google Scholar]
  • 46.Smith R.L., Maguire M.E. Microbial magnesium transport: Unusual transporters searching for identity. Mol. Microbiol. 1998;28:217–226. doi: 10.1046/j.1365-2958.1998.00810.x. [DOI] [PubMed] [Google Scholar]
  • 47.Payandeh J., Pfoh R., Pai E.F. The structure and regulation of magnesium selective ion channels. Biochim. Biophys. Acta (BBA) Biomembr. 2013;1828:2778–2792. doi: 10.1016/j.bbamem.2013.08.002. [DOI] [PubMed] [Google Scholar]
  • 48.Hmiel S., Snavely M., Miller C., Maguire M. Magnesium transport in Salmonella typhimurium: Characterization of magnesium influx and cloning of a transport gene. J. Bacteriol. 1986;168:1444–1450. doi: 10.1128/jb.168.3.1444-1450.1986. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Karbonowska H., Wiater A., Hulanicka D. Sulphate permease of Escherichia coli K12. Acta Biochim. Polonica. 1977;24:329–334. [PubMed] [Google Scholar]
  • 50.Hryniewicz M., Sirko A., Pałucha A., Böck A., Hulanicka D. Sulfate and thiosulfate transport in Escherichia coli K-12: Identification of a gene encoding a novel protein involved in thiosulfate binding. J. Bacteriol. 1990;172:3358–3366. doi: 10.1128/jb.172.6.3358-3366.1990. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 51.Romantsov T., Guan Z., Wood J.M. Cardiolipin and the osmotic stress responses of bacteria. Biochim. Biophys. Acta (BBA) Biomembr. 2009;1788:2092–2100. doi: 10.1016/j.bbamem.2009.06.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 52.Sleator R.D., Hill C. Bacterial osmoadaptation: The role of osmolytes in bacterial stress and virulence. FEMS Microbiol. Rev. 2002;26:49–71. doi: 10.1111/j.1574-6976.2002.tb00598.x. [DOI] [PubMed] [Google Scholar]
  • 53.Nossal N.G., Heppel L.A. The release of enzymes by osmotic shock from Escherichia coli in exponential phase. J. Biol. Chem. 1966;241:3055–3062. [PubMed] [Google Scholar]
  • 54.Sledjeski D.D., Gottesman S. Osmotic shock induction of capsule synthesis in Escherichia coli K-12. J. Bacteriol. 1996;178:1204–1206. doi: 10.1128/jb.178.4.1204-1206.1996. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55.Anraku Y. The reduction and restoration of galactose transport in osmotically shocked cells of Escherichia coli. J. Biol. Chem. 1967;242:793–800. [PubMed] [Google Scholar]
  • 56.Schneider C.A., Rasband W.S., Eliceiri K.W. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods. 2012;9:671. doi: 10.1038/nmeth.2089. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 57.Wagle B.R., Upadhyay A., Arsi K., Shrestha S., Venkitanarayanan K., Donoghue A.M., Donoghue D.J. Application of β-resorcylic acid as potential antimicrobial feed additive to reduce Campylobacter colonization in broiler chickens. Front. Microbiol. 2017;8:599. doi: 10.3389/fmicb.2017.00599. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58.Bikandi J., Millán R.S., Rementeria A., Garaizar J. In silico analysis of complete bacterial genomes: PCR, AFLP–PCR and endonuclease restriction. Bioinformatics. 2004;20:798–799. doi: 10.1093/bioinformatics/btg491. [DOI] [PubMed] [Google Scholar]
  • 59.Calamita G., Kempf B., Bonhivers M., Bishai W.R., Bremer E., Agre P. Regulation of the Escherichia coli water channel gene aqpZ. Proc. Natl. Acad. Sci. USA. 1998;95:3627–3631. doi: 10.1073/pnas.95.7.3627. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 60.Soupene E., King N., Lee H., Kustu S. Aquaporin Z of Escherichia coli: Reassessment of its regulation and physiological role. J. Bacteriol. 2002;184:4304–4307. doi: 10.1128/JB.184.15.4304-4307.2002. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61.Mallo R.C., Ashby M.T. AqpZ-mediated water permeability in Escherichia coli measured by stopped-flow spectroscopy. J. Bacteriol. 2006;188:820–822. doi: 10.1128/JB.188.2.820-822.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 62.ZoBell C.E. Pressure effects on morphology and life processes of bacteria. High Press. Eff. Cell. Process. 1970;11:324–327. [Google Scholar]
  • 63.Jones T., Gill C., McMullen L. The behaviour of log phase Escherichia coli at temperatures that fluctuate about the minimum for growth. Lett. Appl. Microbiol. 2004;39:296–300. doi: 10.1111/j.1472-765X.2004.01593.x. [DOI] [PubMed] [Google Scholar]
  • 64.Suzuki H., Pangborn J., Kilgore W.W. Filamentous cells of Escherichia coli formed in the presence of mitomycin. J. Bacteriol. 1967;93:683–688. doi: 10.1128/jb.93.2.683-688.1967. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 65.Rolinson G.N. Effect of β-lactam antibiotics on bacterial cell growth rate. Microbiology. 1980;120:317–323. doi: 10.1099/00221287-120-2-317. [DOI] [PubMed] [Google Scholar]
  • 66.Justice S.S., Hunstad D.A., Cegelski L., Hultgren S.J. Morphological plasticity as a bacterial survival strategy. Nat. Rev. Microbiol. 2008;6:162–168. doi: 10.1038/nrmicro1820. [DOI] [PubMed] [Google Scholar]
  • 67.Nelson C.M., Schuppenhauer M.R., Clark D.S. High-pressure, high-temperature bioreactor for comparing effects of hyperbaric and hydrostatic pressure on bacterial growth. Appl. Environ. Microbiol. 1992;58:1789–1793. doi: 10.1128/aem.58.5.1789-1793.1992. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 68.Zwietering M., De Koos J., Hasenack B., De Witt J., Van’t Riet K. Modeling of bacterial growth as a function of temperature. Appl. Environ. Microbiol. 1991;57:1094–1101. doi: 10.1128/aem.57.4.1094-1101.1991. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 69.Bååth E., Arnebrant K. Growth rate and response of bacterial communities to pH in limed and ash treated forest soils. Soil Biol. Biochem. 1994;26:995–1001. [Google Scholar]
  • 70.Rard J.A., Miller D.G. Isopiestic determination of the Osmotic coefficients of aqueous sodium sulfate, magnesium sulfate, and sodium sulfate-magnesium sulfate at 25. degree.C. J. Chem. Eng. Data. 1981;26:33–38. [Google Scholar]
  • 71.Chirife J., Resnik S.L. Unsaturated solutions of sodium chloride as reference sources of water activity at various temperatures. J. Food Sci. 1984;49:1486–1488. [Google Scholar]
  • 72.Robinson R.A., Stokes R.H. Electrolyte Solutions. Courier Corporation; Chelmsford, MA, USA: 2002. [Google Scholar]
  • 73.Elowitz M.B., Levine A.J., Siggia E.D., Swain P.S. Stochastic gene expression in a single cell. Science. 2002;297:1183–1186. doi: 10.1126/science.1070919. [DOI] [PubMed] [Google Scholar]
  • 74.Kerr R.A., Levine H., Sejnowski T.J., Rappel W.J. Division accuracy in a stochastic model of Min oscillations in Escherichia coli. Proc. Natl. Acade. Sci. USA. 2006;103:347–352. doi: 10.1073/pnas.0505825102. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 75.Batada N.N., Shepp L.A., Siegmund D.O. Stochastic model of protein–protein interaction: Why signaling proteins need to be colocalized. Proc. Natl. Acade. Sci. USA. 2004;101:6445–6449. doi: 10.1073/pnas.0401314101. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 76.Raj A., Peskin C.S., Tranchina D., Vargas D.Y., Tyagi S. Stochastic mRNA synthesis in mammalian cells. PLoS Biol. 2006;4:e309. doi: 10.1371/journal.pbio.0040309. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 77.Shahrezaei V., Swain P.S. The stochastic nature of biochemical networks. Curr. Opin. Biotechnol. 2008;19:369–374. doi: 10.1016/j.copbio.2008.06.011. [DOI] [PubMed] [Google Scholar]
  • 78.Bouvier J., Gordia S., Kampmann G., Lange R., Hengge-Aronis R., Gutierrez C. Interplay between global regulators of Escherichia coli: Effect of RpoS, Lrp and H-NS on transcription of the gene osmC. Mol. Microbiol. 1998;28:971–980. doi: 10.1046/j.1365-2958.1998.00855.x. [DOI] [PubMed] [Google Scholar]
  • 79.Ueguchi C., Mizuno T. The Escherichia coli nucleoid protein H-NS functions directly as a transcriptional repressor. EMBO J. 1993;12:1039–1046. doi: 10.1002/j.1460-2075.1993.tb05745.x. [DOI] [PMC free article] [PubMed] [Google Scholar]

Articles from Microorganisms are provided here courtesy of Multidisciplinary Digital Publishing Institute (MDPI)

RESOURCES