Open Access Article
Sina Atrin Mazinani‡
a, 
Nour Noaman‡b, 
Melissa R. Pergandec, 
Stephanie M. Cologna
c, 
Jens Coorssen*b and 
Hongbin Yan
*a
aDepartment of Chemistry and Centre for Biotechnology, Brock University, St. Catharines, Ontario, L2S 3A1, Canada. E-mail: tyan@brocku.ca
bDepartment of Applied Health Sciences, Department of Biological Sciences, Brock University, St. Catharines, Ontario, L2S 3A1, Canada. E-mail: jcoorssen@brocku.ca
cDepartment of Chemistry, University of Illinois at Chicago, 845 W. Taylor St., Chicago, IL 60607, USA
First published on 16th April 2019
Despite a few decades of research, interest continues in understanding the potential influences of low energy microwave irradiation on biological systems. In the present study, growth of E. coli DE3 in LB media slowed in the presence of microwave irradiation (max. 10 W) while the temperature of cultures was maintained at 37 °C. Viable cell counts in microwave-irradiated cultures were also significantly lower. When microwave irradiation was ceased, E. coli growth was restored. A top-down proteomic analysis of total proteins isolated from control and microwave-irradiated E. coli cultures revealed differential abundance of 10 resolved protein spots, with multiple proteins identified in each following mass spectrometric analysis. Among these proteins, a number are involved in metabolism, suggesting alterations to metabolic activities following microwave irradiation. Furthermore, four amino acid-tRNA ligases were also identified, pointing to the possibility of stress responses in E. coli under microwave irradiation.
In this respect, we previously demonstrated that a CEM (Matthews, NC) microwave reactor operating at 2.45 GHz coupled with a Coolmate system allows for systems under investigation to remain typically within ±1 °C throughout experiments (with occasional brief fluctuations of ±2 °C), as measured in situ by a fibre optic temperature probe and an alcohol-based thermometer, when the system is subjected to low-power microwave irradiation while cooled simultaneously. We were particularly interested in studies in which relatively low microwave energy (up to 10 W) is used, as higher microwave output is, presumably, more likely to exacerbate the issue of local heating and generation of hotspots. With these considerations, we demonstrated that while the enzymatic activity of trypsin during digestion of substrates, such as casein, is increased by exposure to microwave irradiation (10 W) at constant bulk temperature,16 a similar impact was not found for α-amylase and phosphatase.17 We further demonstrated that exposure of PC-3 human prostate cancer cells to non-lethal microwave irradiation (10 W) at constant culture temperature (37 °C) likely led to perturbation of cell membrane properties, while no necrosis nor apoptosis was induced.18 Most recently, we showed that uptake of the anticancer compound doxorubicin by PC-3 and human breast cancer MCF-7 cells was significantly enhanced when the cells were exposed to non-lethal microwave irradiation.19
In the present study, we extended our investigation to probe the influence of microwave exposure on bacterial growth while the culture temperature was maintained constant. While many reports show no differences in microorganisms exposed to microwave irradiation as compared with controls,20–26 there is also literature showing that microorganisms respond differently to microwave irradiation of various frequencies, leading to altered growth rate or metabolic activities.21,27–36 Comparisons of results from the literature are compounded by differences in at least the following factors: frequency and power output of the microwave used, duration and pattern of irradiation, choice of biological system, method used in temperature measurement, and the extent of temperature fluctuation.
This study focused on the exposure of E. coli DE3 cells to microwaves at 2.45 GHz, with relatively low power output (up to 10 W), while the culture temperatures were monitored in situ with a fibre optic temperature probe, maintaining the culture temperatures at 37 °C through simultaneous cooling. We report herein that E. coli growth is slowed under these conditions. Furthermore, a top-down proteomic analysis of total proteins suggest that cellular metabolism is modified in bacteria exposed to microwave irradiation.
It is worth noting that as the fibre optic temperature probe provides feedback to the microwave, the microwave power output from the magnetron was not constant. As shown in Fig. S2,† while the maximal power output was set at 10 W, actual power output was below 10 W (>6 W for most of the irradiation period), but did not exceed this pre-set maximal value.
Table S1† shows that the DO levels are slightly lower in the LB media treated with microwave irradiation relative to the control. This observation is consistent with a recent study that demonstrated efficient degassing by microwave exposure, however, at much higher temperatures.37
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| Fig. 4 Viable cell counts 21 h after microwave exposure as compared with control. Graph shows mean ± std. dev. | ||
In order to investigate this scenario, total proteins were isolated from both control and microwave-treated E. coli cultures for 2DE-based proteomic analysis. Proteins from three biological replicates from both control and microwave-treated E. coli cultures were extracted and analyzed by 2DE in technical triplicates (all gel images are available in Fig. S3†). Changes in spot densities between the resolved proteomes of microwave-treated vs. control E. coli were identified by quantitative image analysis. Here, 10 spots were identified as changing significantly, with three decreasing and seven increasing in abundance (Fig. 5).
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| Fig. 5 Representative 2DE gel used for the analysis of proteins extracted from control and microwave-treated E. coli cultures. (A) Annotated 2DE gel image showing protein spots which changed in abundance following microwave irradiation. Spots which decreased in abundance are delineated in red; those which increased are delineated in blue. Refer to Table 1 for calibrated pI and molecular weights of each delineated spot. (B) Heat map displaying normalised spot volume ratios in irradiated cultures relative to control cultures, across three biological replicates, averaged from three technical gel replicates each. Mean ratio is also shown. | ||
| Protein spot | Abundance in irradiated E. coli [fold-change (p-valuea)] | Protein ID | Accession | Coverage (%) | No. of unique peptides | Theoretical MW [kDa]/pI | Calculatedb MW [kDa]/pI | Sequest score | 
|---|---|---|---|---|---|---|---|---|
| a Significantly different from control, as displayed in the Delta2D quantitation table (Student’s t-test).b Calculated in Delta2D, calibrated with Bio-Rad 2-D PAGE standards. | ||||||||
| 1 | ↓1.3 (0.004) | Aconitate hydratase B | P36683 | 44 | 38 | 93.4/5.4 | 83.4/4.9 | 846.66 | 
| Pyruvate dehydrogenase E1 component | P0AFG8 | 25 | 22 | 99.6/5.7 | 85.02 | |||
| Aldehyde–alcohol dehydrogenase | P0A9Q7 | 17 | 12 | 96.1/6.8 | 71.4 | |||
| 2-Oxoglutarate dehydrogenase E1 component | P0AFG3 | 12 | 9 | 105/6.5 | 23.09 | |||
| NADH-quinone oxidoreductase subunit G | P33602 | 9 | 9 | 100.2/6.3 | 22.31 | |||
| Leucine-tRNA ligase | P07813 | 9 | 7 | 97.2/5.3 | 17.1 | |||
| Elongation factor G | P0A6M8 | 8 | 4 | 77.5/5.4 | 9.61 | |||
| DNA mismatch repair protein MutS | P23909 | 3 | 2 | 95.2/5.55 | 4.3 | |||
| DNA gyrase subunit A | P0AES4 | 2 | 2 | 96.9/5.2 | 4.22 | |||
| 2 | ↑3.0 (<0.001) | GTP-binding protein TypA/BipA | P32132 | 13 | 6 | 67.3/5.3 | 73.4/4.8 | 5.33 | 
| Catalase-peroxidase | P13029 | 8 | 5 | 80/5.3 | 5.31 | |||
| Formate acetyltransferase 1 | P09373 | 4 | 3 | 85.3/6.0 | 6.01 | |||
| Polyribonucleotide nucleotidyltransferase | P05055 | 3 | 2 | 77.1/5.2 | 5.21 | |||
| 3 | ↑2.0 (<0.001) | Formate acetyltransferase 1 | P09373 | 16 | 11 | 85.3/6.0 | 72.7/5.3 | 6.01 | 
| Phosphoenolpyruvate-dependent phosphotransferase system | P37177 | 3 | 2 | 83.7/5.8 | 5.78 | |||
| 4 | ↑1.6 (<0.001) | Exoribonuclease 2 | P30850 | 14 | 7 | 72.4/5.6 | 70.6/5.2 | 5.62 | 
| Chaperone protein ClpB | P63284 | 7 | 5 | 95.5/5.5 | 5.52 | |||
| Dihydrolipoyllysine-residue acetyltransferase component of pyruvate dehydrogenase complex | P06959 | 5 | 3 | 66.1/5.2 | 5.17 | |||
| Glycine-tRNA ligase beta subunit | P00961 | 2 | 2 | 76.8/5.4 | 5.44 | |||
| Bifunctional polymyxin resistance protein ArnA | P77398 | 3 | 2 | 74.2/6.9 | 6.87 | |||
| 5 | ↑1.4 (0.001) | Chaperone protein HtpG | P0A6Z3 | 49 | 33 | 71.4/5.2 | 67.7/4.7 | 5.21 | 
| Lysine-tRNA ligase, heat inducible | P0A8N5 | 26 | 12 | 57.8/5.2 | 5.24 | |||
| Dihydrolipoyllysine-residue acetyltransferase component of pyruvate dehydrogenase complex | P06959 | 14 | 7 | 66.1/5.2 | 5.17 | |||
| Proline-tRNA ligase | P16659 | 8 | 4 | 63.7/5.2 | 5.24 | |||
| 30S ribosomal protein S1 | P0AG67 | 6 | 4 | 61.1/5.0 | 4.98 | |||
| Polyribonucleotide nucleotidyltransferase | P05055 | 3 | 2 | 77.1/5.2 | 5.21 | |||
| Methionine-tRNA ligase | P00959 | 3 | 2 | 76.2/5.9 | 5.86 | |||
| 6 | ↓1.5 (<0.001) | D-Tagatose-1,6-bisphosphate aldolase subunit GatZ | P0C8J8 | 18 | 7 | 47.1/5.8 | 53.7/5.2 | 5.77 | 
| Periplasmic pH-dependent serine endoprotease DegQ | P39099 | 8 | 3 | 47.2/6.0 | 5.95 | |||
| Dihydrofolate synthase/folylpolyglutamate synthase | P08192 | 5 | 2 | 45.4/5.8 | 5.8 | |||
| Xaa-Pro aminopeptidase | P15034 | 6 | 2 | 49.8/5.4 | 5.39 | |||
| Bifunctional protein HldE | P76658 | 5 | 2 | 51.0/5.4 | 5.41 | |||
| 7 | ↑1.5 (0.006) | NADH-quinone oxidoreductase subunit F | P31979 | 12 | 5 | 49.3/6.9 | 49.9/6.6 | 6.86 | 
| 8 | ↑1.9 (<0.001) | Aspartate aminotransferase | P00509 | 17 | 7 | 43.5/5.8 | 43.3/5.3 | 5.77 | 
| NADPH-dependent curcumin reductase | P76113 | 7 | 2 | 37.6/5.8 | 5.82 | |||
| Aminomethyltransferase | P27248 | 5 | 2 | 40.1/5.6 | 5.57 | |||
| Maltose-binding periplasmic protein | P0AEX9 | 6 | 2 | 43.4/5.7 | 5.71 | |||
| Fructose-bisphosphate aldolase class 2 | P0AB71 | 6 | 2 | 39.1/5.9 | 5.86 | |||
| 9 | ↓1.5 (0.006) | DNA protection during starvation protein | P0ABT2 | 50 | 12 | 18.7/6.1 | 16.9/5.6 | 6.11 | 
| 50S ribosomal protein L13 | P0AA10 | 10 | 2 | 16.0/9.9 | 9.91 | |||
| 10 | ↑1.4 (0.011) | 10 kDa chaperonin | P0A6F9 | 65 | 6 | 10.4/5.2 | 13.4/4.9 | 5.24 | 
| 30S ribosomal protein S6 | P02358 | 13 | 2 | 15.7/5.0 | 5 | |||
Analysis of the proteins with decreased levels revealed that many proteins are involved in metabolic pathways, including the citric acid cycle, such as aconitate hydratase B, pyruvate dehydrogenase E1 component, aldehyde–alcohol dehydrogenase, 2-oxoglutarate dehydrogenase E1 component, NADH-quinone oxidoreductase subunit G, D-tagatose-1,6-bisphosphate aldolase subunit, periplasmic pH-dependent serine endoprotease, dihydrofolate synthase/folylpolyglutamate synthase and bifunctional protein HldE.
For the 26 proteins with increased levels, four enzymes required for the aminoacyl-tRNA biosynthesis pathway were identified, glycine-tRNA ligase (beta subunit), lysine-tRNA ligase (heat inducible), proline-tRNA ligase and methionine-tRNA ligase.
These results suggest that exposure of E. coli to microwave irradiation under the experimental conditions led to slower growth, likely due to stress imposed by microwave exposure. In response to the stimulation, metabolism of E. coli cells is down-regulated. The finding that four enzymes involved in tRNA synthesis were up-regulated also corroborates this hypothesis, as the literature points to the regulation of cellular tRNA levels as a response to stresses, such as starvation and heat.40–42
Taken together, the proteomic results from this study support the possibility that exposure of E. coli to non-lethal microwave irradiation at constant culture temperatures can be perceived by the microorganism as a stimulus. In adaptation, the bacteria modulate their metabolism and tRNA biosynthesis.
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50 dilution) in the reaction vessel in the CEM microwave reactor and exposed to a maximal 10 W microwave irradiation while the culture temperature was maintained at 37 °C through simultaneous cooling with constant stirring (stirring speed set as “high” at 800 ± 20 rpm). The speed of the stirring bar was measured in rpm by an Omega HHT13-Kit tachometer. The culture tube was kept sterile by a foam plug. Aliquots (200 μl) were taken at appropriate intervals, and absorbance was read at 600 nm using a Biotek 405U microtitre plate reader.
For growth recovery experiments, microwave irradiation was terminated after 5 h and the culture tube was transferred to an oil-bath and incubated at 37 °C. Growth was monitored for 26 h after initial inoculation by taking aliquots (200 μl) for OD600 measurement. A total viable cell count test was carried out at the end of each experiment.
As a control, E. coli cultures were incubated in an oil-bath at 37 °C and stirred. The speed of the stirring bar was measured by a tachometer to be 800 ± 20 rpm. Culture growth was monitored for 27.5 h after inoculation. A total viable cell count test as described below was carried out at the end of each experiment.
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| Fig. 6 Setup for DO measurement. LB media isolated from the environment with the use of a foam plug were cooled through circulation in an internal cooling tube. | ||
LB media (35 ml) was irradiated with microwave as described above, with stirring. At 1 and 2 h, the foam plug and cooling coil were removed, the vessel was quickly sealed, and DO was measured by inserting a Vernier Micro SD Optical Dissolved Oxygen probe into the vessel. DO levels were recorded after values stabilized (usually after two minutes). DO levels in non-irradiated controls were measured accordingly.
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10 dilution) in the reaction vessel in CEM microwave reactor and exposed to a maximal 10 W microwave irradiation while the culture temperature was maintained at 37 °C through simultaneous cooling and stirring was set at high. The speed of the stirring bar was measured by a tachometer (Omega HHT13-Kit) to be 800 ± 20 rpm. The control was prepared similarly, except that the reaction vessel was placed in a water bath on a hotplate. The reaction vessels were isolated from the environment by foam plugs. After 5 h, cultures were transferred to 50 ml-Falcon tubes and centrifuged at 4255 RCF for 20 minutes at 4 °C. The supernatants were discarded and the cell pellets were washed three times by resuspension in 1× PBS (30 ml), and centrifugated as above. Supernatant-free cell pellets were flash frozen with liquid nitrogen and was stored at −80 °C. Three biological replicates per condition were prepared for analysis.
Pellets were homogenized via automated frozen disruption and solubilized in protein/kinase/phosphatase inhibitor-supplemented 2DE lysis buffer as described previously.43 Sample aliquots were snap-frozen and stored at −80 °C. Total protein concentrations were determined using a solid-phase dot-blot assay as described previously,44 with BSA as the calibration standard.
500 VH with several electrode wick changes during linear voltage ramping to facilitate desalting. Focused IPGs were equilibrated with reduction and alkylation prior to further protein resolution in large-format (18 × 17 × 0.1 cm) 12.5% T gels. Two IPGs were adjacently resolved per large gel, yielding ‘mini-tall’ gels (i.e. 7 cm first-dimension and 18 cm long second-dimension). Unstained protein marker (10–200 kDa; New England Biolabs, Ipswich, MA) were resolved in parallel to approximate resolved proteoform molecular weights. Electrophoresis was carried out in a cold room at 4 °C, for 20 min at 300 V then 120 V to completion (∼18 h). Gels were fixed and stained using highly sensitive colloidal Coomassie Brilliant Blue (cCBB) as described previously.46 Three technical replicates per biological replicate were assessed.
A Welch’s t-test was carried out for all protein spots across the control and treatment groups using the following parameters: p-value based on all permutations, critical p-value of 0.01, and false discovery rate from permutations to exceed no more than 5 proteins. From the resulting list of significantly altered spots (18), any spot with a relative standard deviation (RSD) of >40% of the normalized volume in either experimental group was excluded. The remaining spots, the majority of which exhibited ≤30% normalised volume RSD across all replicates, were considered genuine after again assessing quality by manual comparison to ensure the highest possible reliability.
For isoelectric point (pI) and molecular weight (kDa) calibration, one mini-tall gel in which 2-D PAGE standards (Bio-Rad, Hercules, CA) were resolved, and one mini-tall gel in which 10 μg E. coli sample spiked with 2-D PAGE standards was resolved (to ensure correct alignment) were prepared as described above. Calibration gel images were imported, warped, and annotated in Delta2D according to manufacturer recommendations for use of the in-built calibration tool.
000 with automatic gain control (AGC) and a target of 1 × 106 ions. Ions selected for MS/MS (fixed first mass 100 m/z) were subjected to the following parameters: resolution 17
500, target of 1 × 105 ions, 1.5 m/z isolation window, normalized collision energy 27.0 V and dynamic exclusion 20.0 s. Source ionization parameters were as follows: spray voltage, 1.9 kV; capillary temperature, 280 °C; and s-lens RF level, 50.0. Chromatographic separation of peptides was accomplished using a Zorbax 300SB-C18 column (3.5 μm i.d. × 150 mm, particle size 5 μm, pore size 100 Å, Agilent Technologies, Wilmington, DE). Here, peptides were loaded onto a Zorbax 300SB-C18 trap cartridge at a flow rate of 2 μl per minute for 10 min. After washing with 0.1% formic acid the peptides were eluted using a 5–40% B gradient for 30 min at a flow rate of 250 nl min−1 acid (mobile phase A = 0.1% formic acid; mobile phase B = 0.1% formic acid in acetonitrile) on an Agilent 1260 capillary/nano system.
LC-MS/MS results were searched using Proteome Discoverer (version 2.2, Thermo Scientific against the Uniprot E. coli (strain K12) (4340 entries)) and the Proteome Discoverer contaminants database in which raw files were searched using the Sequest HT algorithm. Peptides produced by digestion with trypsin, with a maximum of two missed cleavages, were matched using precursor and fragment mass tolerances of 10 ppm and 0.04 Da, respectively. Carbamidomethylation of cysteine residues (C) was selected as a static modification. Oxidation (M), deamidation (NQ) and acetyl (protein N-term) were chosen as dynamic modifications. Peptide spectrum matches (PSMs) were verified based on q-values set to 1% false discovery rate (FDR).
Footnotes | 
| † Electronic supplementary information (ESI) available: Copy of original 2D-gel images and mass spectrometry data. See DOI: 10.1039/c9ra00617f | 
| ‡ These authors contributed equally to this work. | 
| This journal is © The Royal Society of Chemistry 2019 |