Skip to main content

BRIEF RESEARCH REPORT article

Front. Pharmacol., 28 November 2019
Sec. Experimental Pharmacology and Drug Discovery

A Novel Antimicrobial–Phytochemical Conjugate With Antimicrobial Activity Against Streptococcus uberis, Enterococcus faecium, and Enterococcus faecalis

  • Drug Discovery and Development Research Group, College of Pharmacy and Nutrition, University of Saskatchewan, Saskatoon, SK, Canada

Antimicrobial resistance is one of the major threats to human and animal health. An effective strategy to reduce and/or delay antimicrobial resistance is to use combination therapies. Research in our laboratory has been focused on combination therapies of antimicrobials and phytochemicals and development of antimicrobial–phytochemical conjugates. In this study, we report the synthesis and antimicrobial activity of a novel sulfamethoxazole–gallic acid conjugate compound (Hybrid 1). Hybrid 1 not only showed much stronger activity than sulfamethoxazole towards Streptococcus uberis 19436, Enterococcus faecium 700221, and Enterococcus faecalis 29212, which were purchased from American Type Culture Collection (ATCC), but also exhibited a promising antimicrobial effect against two E. faecalis clinical isolates, one of which was multidrug-resistant. Further studies are warranted to establish the in vivo antimicrobial activity for Hybrid 1 and develop more potent sulfamethoxazole–gallic acid-based antimicrobial conjugates using hybrid 1 as a lead compound.

Introduction

Antimicrobialresistance, a key cause of morbidity and mortality, has been emerging as one of the main threats to human and animal health (Laxminarayan et al., 2013; Laxminarayan et al., 2016). Overconsumption and misuse of antimicrobials is the primary driver of antimicrobial resistance (Steinke and Davey, 2001; Goossens et al., 2005; Malhotra-Kumar et al., 2007). Recently, Klein et al. reported the antibiotic consumption in 76 countries between 2010 and 2015 and projected a future increase in global antibiotic consumption (Klein et al., 2018). Furthermore, overuse and/or improper use of antimicrobials has caused a significant increase of multidrug-resistant microbes, which have become an urgent issue facing medical sciences and might even impose a potential pandemic catastrophe (The Lancet, 2014; World Health Organization, 2018). Therefore, reducing usage and dosage is essential in preventing the development of antimicrobial resistance.

Streptococcus spp., which are usually divided into α-hemolytic streptococci and β-hemolytic streptococci, are a genus of Gram-positive cocci. They are among the most frequent cause of infections in human and animals (Patterson, 1996). Enterococcusspp., which are formerly known as group D of streptococci, were classified as a different genus in 1984 (Schleifer and Kilpper-Bälz, 1984). They can be found everywhere, including the intestines and feces of birds, animals, and human, and are important pathogens. For example, Enterococcus faecalisis one of the major bacteria in hospital-acquired infection (HAI), bovine mastitis, and enterococcosis in poultry. Both streptococci (Haenni et al., 2018) and enterococci (Miller et al., 2014) develop antimicrobial resistance rapidly, which, in turn, not only impose a serious risk to human and animal health but also cause a huge economic loss. Although antimicrobial combination therapies are normally used to reduce antimicrobial resistance, many bacteria have developed resistance to such therapies (i.e., multidrug resistance) (Nikaido, 2009; Laxminarayan et al., 2013).

Our previous studies have shown that some phytochemicals possess antimicrobial activities and exhibit synergistic/additive effects with antimicrobials (Jayaraman et al., 2010; Jayaraman et al., 2011; Rajamanickam et al., 2019a; Rajamanickam et al., 2019b). Therefore, co-administration of phytochemicals can significantly reduce the dosage and usage of antimicrobials. Phytochemicals are naturally occurring secondary metabolites in plants. They are relatively safe to use and do not leave toxic residues. However, the biodistribution and metabolism profiles of the phytochemicals may not coincide with those of the antimicrobials, and thus challenging the antimicrobial–phytochemical combination therapies on whether the optimal therapeutic efficacy is really achieved. To overcome this obstacle, we adopted an in silico approach to design novel antimicrobial–phytochemical conjugate compounds (i.e., conjugate the active parts of antimicrobials and phytochemicals based on computer-aided molecular simulations) (Jayaraman et al., 2013). In the current study, we report the synthesis of a sulfamethoxazole–gallic acid conjugate (hybrid 1) and the evaluation of its antimicrobial activity against three bacterial stains purchased from the American Type Culture Collection (ATCC) and twoE. faecalis clinical isolates (designated as isolates 1 and 2) from a Saskatchewan poultry farm. The three ATCC strains are Streptococcus uberis 19436, Enterococcus faecium 700221, and E. faecalis 29212, and the E. faecalis clinical isolate 2 was a multidrug-resistant strain.

Methods

Bacterial Strains, Culture Media, and Chemicals

S. uberis 19436, E. faecium 700221, and E. faecalis 29212 were purchased from ATCC (Manassas, VA, USA). E. faecalis clinical isolate 1 and E. faecalis clinical isolate 2 (multidrug-resistant) were collected from a Saskatchewan poultry farm. Cell culture media for these bacterial strains were purchased from Cedarlane Canada (Burlington, ON, Canada). Gallic acid was purchased from ThermoFisher Scientific (Ottawa, ON, Canada). Sulfamethoxazole and other chemicals were purchased from Sigma-Aldrich Canada (Oakville, ON, Canada).

Synthesis of Compound Hybrid 1

Synthesis procedure of compound Hybrid 1 is illustrated in Figure 1. Compound 2 was synthesized by adding thionyl chloride (4.19 g, 35.29 mmol) into a suspension solution of gallic acid (compound 1, 5 g, 29.41 mmol dissolved in 50 ml methanol) at 0°C. The reaction mixture was under stirring at room temperature for 5 h. Upon completion of the reaction, compound 2 was obtained as a white solid by vacuum evaporation and drying. Compound 3 was synthesized by adding triethylamine (6.6 g, 65.22 mmol) and acetic anhydride (6.5 g, 63.67 mmol) into a suspension solution of compound 2 (2 g, 21.72 mmol dissolved in 30 ml dichloromethane) at 0°C. The reaction mixture was under stirring at room temperature for 2 h. Upon completion of the reaction (confirmed by thin-layer chromatography), the reaction mixture was diluted with water and extracted by dichloromethane thrice. The collected organic phase was dried over anhydrous Na2SO4, concentrated, and purified by column chromatography (12% ethyl acetate in hexane) to obtain compound 3 as a white solid (5.0 g, 16.12 mmol, 74% yield). The structure of compound 3 was confirmed by1H NMR (500 MHz, CDCl3): δ 7.80 (s, 2H), 3.90 (s, 3H), 2.30 (s, 3H), 2.29 (s, 3H), and LC-MS (electrospray ionization, ESI): [M+H]+, 332.96. Compound 6 was synthesized by adding dibromoethane (compound 5, 741 mg, 3.94 mmol) and potassium carbonate (682 mg, 4.94 mmol) into a solution of sulfamethoxazole (compound 5, 500 mg, 1.97 mmol) in 12 ml dimethylformamide at 0°C. The reaction mixture was under stirring at room temperature for 1 h. Upon completion of the reaction (confirmed by thin-layer chromatography), the reaction mixture was extracted with ethyl acetate twice. The collected organic phase was dried over anhydrous Na2SO4, concentrated, and purified by column chromatography (9% ethyl acetate in hexane) to obtain compound 6 as a colorless oil (450 mg, 1.25 mmol, 63% yield). LC-MS (ESI) identified [M+H]+of 360.01. Compound 7 was synthesized by slowly adding potassium carbonate (230 mg, 1.66 mmol) into a solution of compounds 6 (300 mg, 0.83 mmol) and 3 (284 mg, 0.91 mmol) in 10 ml dimethylformamide at 0°C. The reaction mixture was under stirring at room temperature for 1 h and subsequently at 70°C for 4 h. Upon completion of the reaction, the reaction mixture was extracted with ethyl acetate twice. The collected organic phase was dried over anhydrous Na2SO4, concentrated, and purified by column chromatography (60% ethyl acetate in hexane) to obtain compound 7 as a colorless oil (100 mg, 0.21 mmol, 26% yield). LC-MS (ESI) identified [M+H]+of 464.04. Finally, compound Hybrid 1 was synthesized by slowly adding 1.0 M NaOH solution into a solution of compound 7 (90 mg, 0.19 mmol) in 10 ml NaOH (1.0 M) under stirring at 0°C. The reaction mixture was continuously under stirring at room temperature for 0.5 h with reaction progress monitored by thin-layer chromatography. Upon completion of the reaction, the reaction mixture was extracted with ethyl acetate twice. The collected aqueous phase was neutralized with sodium hydrogen sulfate and then extracted with ethyl acetate twice. The organic phase was dried over anhydrous Na2SO4, concentrated, and purified by column chromatography (80% ethyl acetate in hexane) to obtain compound Hybrid 1 as a white solid (70 mg, 0.15 mmol, 82% yield, purity of 98.4% based on LC-MS).

FIGURE 1
www.frontiersin.org

Figure 1 Synthesis procedure of the novel sulfamethoxazole–gallic acid conjugate Hybrid 1.

Determination of MIC

In this study, minimum inhibitory concentration (MIC) refers to the lowest concentration of an antimicrobial agent (Hybrid 1 or sulfamethoxazole) to inhibit the visible growth of a microorganism (equivalent to ∼85% growth inhibition based on OD655 measurement using a Bio-Rad iMark Microplate Reader) after 18–24 h incubation. The protocol used to determine MIC of Hybrid 1 towards the bacterial stains has been published previously (Rajamanickam et al., 2019a). The concentration of Hybrid 1 ranges between 9.38 and 1,200 µg/ml towards S. uberis 19436, E. faecium 700221, and E. faecalis 29212 using sulfamethoxazole as a control (concentration range, 9.38–1,200 µg/ml), whereas the concentration of Hybrid 1 ranges between 15.62 and 2,000 µg/ml towards the two E. faecalis clinical isolates. The treatment time was 18–24 h.

Statistical Analysis

All experiments were performed in triplicate and statistical analyses were performed using GraphPad Prism 5.0 statistical software (GraphPad Software, La Jolla, CA, USA). The experimental data were analyzed by one-way ANOVA with post hoc Tukey’s multiple comparison test with significance set at p ≤ 0.05 (*p ≤ 0.05, **p ≤ 0.01). Correlation coefficient (r) value was calculated by using Pearson’s correlation method.

Results and Discussion

Synthesis procedure of the novel sulfamethoxazole–gallic acid conjugate Hybrid 1 is shown in Figure 1. The chemical structure of Hybrid 1 was characterized by1H NMR (500 MHz, CDCl3): δ 7.44 (2H, d, J= 14.5 Hz), 6.92 (2H, s), 6.59 (2H, d, J= 15.0 Hz), 6.39 (1H, s), 6.23 (2H, s), 4.15–4.11 (2H, m), 4.06–3.97 (2H, s), 2.34 (3H, s), and LC-MS (ESI): [M+H]+, 450.49 (Supplementary Figure S1). The antimicrobial activity of compound Hybrid 1, with sulfamethoxazole as a control, was firstly evaluated towards the three ATCC strains— S. uberis 19436, E. faecium 700221, and E. faecalis 29212—using a protocol developed in our laboratory (Rajamanickam et al., 2019a). S. uberis is the most common bacterial mastitis-causing pathogen in lactating cows worldwide (Leigh, 1999; Valentiny et al., 2015), although Staphylococcus aureus is probably the most common pathogenic bacterium in Canadian dairy farms (Olde Riekerink et al., 2008). As shown in Figure 2A, sulfamethoxazole did not inhibit the growth of S. uberis 19436, which is consistent with previous reports that S. uberis isolates from dairy cows with mastitis are highly resistant to sulfamethoxazole (Phuektes et al., 2001; McDougall et al., 2014). However, S. uberis 19436 was responding to Hybrid 1, with the MIC of Hybrid 1 measured at 1,200 µg/ml. E. faecium and E. faecalis are the most common Enterococcus spp. in not only hospital-acquired infections but also enterococcal infections on dairy and poultry farms. For example, Tyson et al. recently assessed the prevalence and antimicrobial resistance of enterococci isolated from retail meats in the United States between 2002 and 2014 and found that >90% of meats are contaminated with enterococci (Tyson et al., 2017). Sulfamethoxazole gave a non-concentration-dependent inhibition of 25–40% on the growth of E. faecium 700221 and of 10–20% on the growth of E. faecalis 29212, respectively (Figures 2B, C). However, Hybrid 1 exhibited a much stronger antimicrobial activity than sulfamethoxazole, with the respective MIC of 1,200 µg/ml for both Enterococcus strains. Furthermore, we examined the antimicrobial activity of Hybrid 1 towards two E. faecalis clinical isolates collected from a Saskatchewan poultry farm (Figure 3). Hybrid 1 gave a ∼60% inhibition on the growth of E. faecalis clinical isolate 1 and a 70% inhibition on the growth of the multidrug-resistant E. faecalis clinical isolate 2. These promising in vitro results implicate that Hybrid 1 serves as a good lead compound to develop new conjugates (i.e., chemical analogues of Hybrid 1) which possess more potent antimicrobial activities, although the high MICs might limit its potential clinical usage. Further studies, such as mouse air pouch model, calf infection model, and pharmacokinetic evaluation, are warranted to establish the in vivo antimicrobial activity and structure–activity relationship (SAR) for Hybrid 1 and its chemical analogues.

FIGURE 2
www.frontiersin.org

Figure 2 Antimicrobial activity of sulfamethoxazole and Hybrid 1 towards Streptococcus uberis 19436 (A), Enterococcus faecium700221 (B), and Enterococcus faecalis 29212 (C) using a protocol developed in our laboratory (Rajamanickam et al., 2019a). The concentrations of both sulfamethoxazole and Hybrid 1 range from 9.38 to 1,200 µg/ml. The experiment was carried out in triplicate and the data were analyzed with one-way ANOVA with post hoc Tukey’s multiple comparison test using GraphPad Prism 5 (GraphPad Software, La Jolla, CA, USA). The significance was set at p ≤ 0.05 (*p ≤ 0.05, **p ≤ 0.01).

FIGURE 3
www.frontiersin.org

Figure 3 Antimicrobial activity of Hybrid 1 towards Enterococcus faecalis clinical isolate 1 (A) and multidrug-resistant Enterococcus faecalis clinical isolate 2 (B), which were isolated from a Saskatchewan poultry farm. The concentration of Hybrid 1 ranges from 15.62 to 2,000 µg/ml. The experiment was carried out in triplicate and the data were analyzed by one-way ANOVA withpost hocTukey’s multiple comparison test using GraphPad Prism 5 (GraphPad Software, La Jolla, CA, USA). The significance was set at p ≤ 0.05 (*p ≤ 0.05, **p ≤ 0.01).

Conclusion

In this study, we designed and synthesized a novel antibiotic–phytochemical conjugate compound, Hybrid 1, and showed it has potent antimicrobial activity towards not only three ATCC strains—S. uberis 19436, E. faecium 700221, and E. faecalis 29212—but also two E. faecalis clinical isolates. The current study suggests that co-administration of antimicrobials and phytochemicals and development of antimicrobial–phytochemical conjugates may be a valid and promising strategy in tackling antimicrobial resistance in bacteria.

Data Availability Statement

The datasets generated for this study are available on request to the corresponding authors.

Author Contributions

This work was designed by JY and MS and carried out by KR. The manuscript was written by JY and MS and approved for publication by all authors.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

This work was supported by an Agricultural Development Fund (ADF) grant from the Provincial Government of Saskatchewan, Canada (418897) and four Accelerate Internships from Mitacs Canada (Saskatoon, SK, Canada) and SaskMilk (Regina, SK, Canada) (419249). The authors would also like acknowledge Professor Susantha Gomis and Ms. Ruwani Karunarathna, Department of Veterinary Pathology, University of Saskatchewan, Saskatoon, Canada, for their help with testing compound Hybrid 1 against the two E. faecalis clinical isolates.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphar.2019.01405/full#supplementary-material

Supplementary Figure1 | Mass spectroscopy of hybrid 1.

References

Goossens, H., Ferech, M., Vander Stichele, R., Elseviers, M., ESAC Project Group. (2005). Outpatient antibiotic use in Europe and association with resistance: a cross-national database study. Lancet 365 (9459), 579–587. doi: 10.1016/S0140-6736(05)17907-0

Google Scholar

Haenni, M., Lupo, A., Madec, J. Y. (2018). Antimicrobial Resistance in Streptococcus spp. Microbiol. Spectr. 6 (2), ARBA–0008-2017. doi: 10.1128/microbiolspec.ARBA-0008-2017

CrossRef Full Text | Google Scholar

Jayaraman, P., Sakharkar, M. K., Lim, C. S., Tang, T. H., Sakharkar, K. R. (2010). Activity and interactions of antibiotic and phytochemical combinations against Pseudomonas aeruginosa in vitro. Int. J. Biol. Sci. 6 (6), 556–568. doi: 10.7150/ijbs.6.556

PubMed Abstract | CrossRef Full Text | Google Scholar

Jayaraman, P., Sakharkar, K. R., Sing, L. C., Chow, V. T., Sakharkar, M. K. (2011). Insights into antifolate activity of phytochemicals against Pseudomonas aeruginosa. J. Drug Targeting 19 (3), 179–188. doi: 10.3109/10611861003801867

CrossRef Full Text | Google Scholar

Jayaraman, P., Sakharkar, K. R., Lim, C., Siddiqi, M. I., Dhillon, S. K., Sakharkar, M. K. (2013). Novel phytochemical-antibiotic conjugates as multitarget inhibitors of Pseudomononas aeruginosa GyrB/ParE and DHFR.Drug Des. Devel. Ther. 7, 449–475. doi: 10.2147/DDDT.S43964

PubMed Abstract | CrossRef Full Text | Google Scholar

Klein, E. Y., Van Boeckel, T. P., Martinez, E. M., Pant, S., Gandra, S., Levin, S. A., et al. (2018). Global increase and geographic convergence in antibiotic consumption between 2000 and 2015. Proc. Natl. Acad. Sci. U. S. A. 115 (15), E3463–E3470. doi: 10.1073/pnas.1717295115

CrossRef Full Text | Google Scholar

Laxminarayan, R., Duse, A., Wattal, C., Zaidi, A. K., Wertheim, H. F., Sumpradit, N., et al. (2013). Antibiotic resistance-the need for global solutions. Lancet Infect. Dis. 13 (12), 1057–1098. doi: 10.1016/S1473-3099(13)70318-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Laxminarayan, R., Matsoso, P., Pant, S., Brower, C., Røttingen, J. A., Klugman, K. (2016). Access to effective antimicrobials: a worldwide challenge. Lancet 387 (10014), 168–175. doi: 10.1016/S0140-6736(15)00474-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Leigh, J. A. (1999). Streptococcus uberis. Vet. J. 157 (3), 225–238. doi: 10.1053/tvjl.1998.0298

PubMed Abstract | CrossRef Full Text | Google Scholar

Malhotra-Kumar, S., Lammens, C., Coenen, S., Van Herck, K., Goossens, H. (2007). Effect of azithromycin and clarithromycin therapy on pharyngeal carriage of macrolide-resistant streptococci in healthy volunteers: a randomised, double-blind, placebo-controlled study. Lancet 369 (9560), 482–490. doi: 10.1016/S0140-6736(07)60235-9

PubMed Abstract | CrossRef Full Text | Google Scholar

McDougall, S., Hussein, H., Petrovski, K. (2014). Antimicrobial resistance in Staphylococcus aureus, Streptococcus uberisand Streptococcus dysgalactiae from dairy cows with mastitis. N. Z. Vet. J. 62 (2), 68–76. doi: 10.1080/00480169.2013.843135

PubMed Abstract | CrossRef Full Text | Google Scholar

Miller, W. R., Munita, J. M., Arias, C. A. (2014). Mechanisms of antibiotic resistance in enterococci. Expert Rev. Anti Infect. Ther. 12 (10), 1221–1236. doi: 10.1586/14787210.2014.956092

PubMed Abstract | CrossRef Full Text | Google Scholar

Nikaido, H. (2009). Multidrug resistance in bacteria. Annu. Rev. Biochem. 78, 119–146. doi: 10.1146/annurev.biochem.78.082907.145923

PubMed Abstract | CrossRef Full Text | Google Scholar

Olde Riekerink, R. G., Barkema, H. W., Kelton, D. F., Scholl, D. T. (2008). Incidence rate of clinical mastitis on Canadian dairy farms. J. Dairy Sci. 91 (4), 1366–1377. doi: 10.3168/jds.2007-0757

PubMed Abstract | CrossRef Full Text | Google Scholar

Patterson, M. J. (1996). “Streptococcus,” in Medical Microbiology, Ed. Baron, S. (Galveston, TX University of Texas Medical Branch at Galveston). Chapter 13.

Google Scholar

Phuektes, P., Mansell, P. D., Dyson, R. S., Hooper, N. D., Dick, J. S., Browning, G. F. (2001). Molecular epidemiology of Streptococcus uberis isolates from dairy cows with mastitis. J. Clin. Microbiol. 39 (4), 1460–1466. doi: 10.1128/JCM.39.4.1460-1466.2001

PubMed Abstract | CrossRef Full Text | Google Scholar

Rajamanickam, K., Yang, J., Sakharkar, M. K. (2019a). Gallic acid potentiates the antimicrobial activity of tulathromycin against two key bovine respiratory disease (BRD) causing-pathogens. Front. Pharmacol. 9, 1486. doi: 10.3389/fphar.2018.01486

PubMed Abstract | CrossRef Full Text | Google Scholar

Rajamanickam, K., Yang, J., Sakharkar, M. K. (2019b). Phytochemicals as alternatives to antibiotics against major pathogens involved in bovine respiratory disease (BRD) and bovine mastitis (BM). Bioinformation 15 (1), 32–35. doi: 10.6026/97320630015032

PubMed Abstract | CrossRef Full Text | Google Scholar

Schleifer, K. H., Kilpper-Bälz, R.(1984). Transfer of Streptococcus faecalis and Streptococcus faecium to the Genus Enterococcus norn. rev. as Enterococcus faecalis comb. nov. and Enterococcus faecium comb. nov. Int. J. Syst. Bacteriol. 34 (1), 31–34. doi: 10.1099/00207713-34-1-31

CrossRef Full Text | Google Scholar

Steinke, D., Davey, P. (2001). Association between antibiotic resistance and community prescribing: a critical review of bias and confounding in published studies. Clin. Infect. Dis. 33 Suppl 3, S193–S205. doi: 10.1086/321848

PubMed Abstract | CrossRef Full Text | Google Scholar

The Lancet. (2014). Antimicrobial resistance: in terms politicians understand.Lancet 384 (9961), 2173. doi: 10.1016/S0140-6736(14)62412-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Tyson, G. H., Nyirabahizi, E., Crarey, E., Kabera, C., Lam, C., Rice-Trujillo, C., et al. (2017). Prevalence and antimicrobial resistance of enterococci isolated from retail meats in the United States, 2002 to 2014. Appl. Environ. Microbiol. 84 (1), e01902–e01917. doi: 10.1128/AEM.01902-17

PubMed Abstract | CrossRef Full Text | Google Scholar

Valentiny, C., Dirschmid, H., Lhotta, K. (2015). Streptococcus uberis and Staphylococcus aureus fore foot and blood stream co-infection in a haemodialysis patient: a case report. BMC Nephrol. 16, 73. doi: 10.1186/s12882-015-0069-6

PubMed Abstract | CrossRef Full Text | Google Scholar

World Health Organization. (2018). Antibiotic resistance. https://www.who.int/news-room/fact-sheets/detail/antibiotic-resistance.

Google Scholar

Keywords: antimicrobial resistance, antimicrobial–phytochemical conjugate, chemical synthesis, minimum inhibitory concentration, Streptococcus, Enterococcus

Citation: Rajamanickam K, Yang J and Sakharkar MK (2019) A Novel Antimicrobial–Phytochemical Conjugate With Antimicrobial Activity Against Streptococcus uberis, Enterococcus faecium, and Enterococcus faecalis. Front. Pharmacol. 10:1405. doi: 10.3389/fphar.2019.01405

Received: 14 August 2019; Accepted: 05 November 2019;
Published: 28 November 2019.

Edited by:

Salvatore Salomone, University of Catania, Italy

Reviewed by:

Kiro Petrovski, University of Adelaide, Australia
Francesca Biavasco, Marche Polytechnic University, Italy

Copyright © 2019 Rajamanickam, Yang and Sakharkar. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Jian Yang, jian.yang@usask.ca; Meena Kishore Sakharkar, meena.sakharkar@usask.ca

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.