1. Introduction
The discovery of antibiotics in the present century has helped to treat various diseases and reduce human mortality. Over time, nevertheless, numerous bacterial strains became resistant to the antibiotics. High production costs, induction of allergic reactions in some people, and changes in the normal human microbiome are other problems associated with antibiotics ( 1 ). Bacterial resistance to antimicrobials was observed immediately after their widespread administration. Resistance levels then continued and increased significantly until the World Health Organization in 2000 warned that infectious diseases caused by high levels of resistance to pathogens are incurable ( 2 ). To alleviate this problem, the use of most antibiotics has been limited due to the rapid emergence of multidrug-resistant pathogens, thereby directing researchers' efforts to find alternatives to limited antibiotic resources. Novel antibacterial compounds include bacteriophages, probiotic bacteria, antimicrobial peptides, and bacteriocins ( 3 ).
Bacteriocins are high-molecular-weight antimicrobial peptides produced by bacterial ribosomes that kill or inhibit strains close to the same bacterial strain but do not damage their producing bacteria despite specific immune proteins ( 4 ). Bacteriocins have various applications, including food preservatives ( 5 - 8 ) and antibiotic substitutes ( 9 - 11 ). Compared to chemical drugs, most bacteriocins have high specific activity against various clinical targets, such as antibiotic-resistant strains. Bacteriocins, due to their protein nature, can be genetically engineered and modified according to the researchers' objectives ( 12 ).
Over 99% of bacteria can produce at least one bacteriocin. The bacteriocins are extracellular compounds; however, they sometimes remain attached to the surface of their producing bacteria ( 8 ). Many recent studies have identified and purified bacteriocins, often with the aim of increasing food shelf life, treating pathogenic diseases, treating cancer, and maintaining human health. Thus, bacteriocins can be predicted to become alternatives to antibiotics in the near future to treat drug resistance of pathogens ( 13 ).
Most well-known bacteriocins are generated by gram-positive bacteria and also act against gram-positive bacteria. The majority of bacteriocins do not work against gram-negative bacteria because the outer membrane of this group of bacteria operates as a barrier for the cell and prevents the penetration of molecules such as antibiotics, detergents, and dyes into the cytoplasm ( 14 ). However, studies have reported the potential of bacteriocins against these bacteria; for instance, plantaricin 35d produced by Lactobacillus plantarum with activity against Aeromonas hydrophila, as well as bacteriocin ST151BR produced by Lactobacillus pentosus with activity against Escherichia coli ( 9 ).
Serratia marcescens is a saprophytic gram-negative bacillus classified as a member of the Enterobacteriaceae family. Many bio-compounds are produced by S. marcescens species, including biosurfactants, fatty acids, seasonings, enzymes, pigments, and bacteriocins ( 15 ).
1.2. Objectives
In the present study, an attempt was made to extract and purify bacteriocin from the bacterial strain of S. marcescens and to investigate its antibacterial effect on gram-negative bacteria. Moreover, computerized assessment methods were applied to investigate the mechanism of action of this peptide.
2. Materials and Methods
2.1. Preparation of bacterial strain
The studied bacteriocin was extracted from S. marcescens, which was previously isolated and identified from the ponds of shrimp farming by the authors ( 16 ).
2.2. Extraction of bacteriocin
S. marcescens was cultured in De Man, Rogosa, and Sharpe (MRS) agar medium with pH=6.5. A volume of 0.1% mitomycin C was added to the medium; this compound induces the production of bacteriocin as well as its separation from the bacterial cell surface into the medium. Considering that in the previous report, maximum bacterial growth was observed 24 h after culture ( 16 ), bacterial cells were precipitated after 24 h by centrifugation at 11,000 rpm for 15 min, and cell-free supernatant was harvested as crude bacteriocin.
2.3. Purification of bacteriocin
For each liter of crude bacteriocin, 400 g of ammonium sulfate was added and kept at 4°C for 24 h. Protein precipitate was collected by centrifugation at 6,000 rpm for 20 min and dissolved in 50 ml of 20 mmol/l of sodium phosphate buffer at pH=6. Purification was performed by chromatography with Sephadex G-75 column using Tris-HCl buffer. The fractions were taken at a flow rate of 0.5 ml/s and concentrated using a rotary evaporator ( 17 ). Finally, carbon nuclear magnetic resonance (C-NMR) and proton nuclear magnetic resonance (H-NMR) were applied to determine the secondary structure of purified bacteriocin.
2.4. Evaluation of antibacterial activity
The antibacterial activity of purified bacteriocin on several gram-negative strains, including E. coli ATCC 700928, Pseudomonas aeruginosa PTCC 1707, S. marcescens PTCC 1621, Vibrio fischeri PTCC 1693, and Vibrio harveyi PTCC 1755, was measured by the disk diffusion method. The plates were incubated at 37°C for 48 h. Water was used as a negative control ( 18 ).
2.5. Protocol of molecular docking
According to the results of the previous step, which showed that purified bacteriocin only had an inhibitory effect on E. coli, molecular docking was performed between bacteriocin and the antigen 43 (Ag43) in E. coli using Molegro Virtual Docker 6 software. Thus, the structure of bacteriocin was drawn based on the NMR spectrum using Mestrelab Mnova v11.0.4 software. The Ag43 structure was also obtained from Protein Data Bank with PDB ID 4KH3. The three-dimensional (3D) structure of bacteriocin docking with the target protein was also plotted using the Molegro Molecular Viewer 2.5 software.
3. Results
3.1. Determining the bacteriocin structure
The bacteriocin structure was plotted in accordance with the obtained H-NMR (Figure 1-A) and C-NMR (Figure 1-B) spectra. As can be seen, the structures from both H-NMR and C-NMR spectra are identical and confirm the achieved structure. Based on this structure, the 3D morphology of bacteriocin was drawn using Discovery Studio 4.5 software (Figure 2).
3.2. Evaluating the antibacterial activity of bacteriocin
The antibacterial effect of bacteriocin extracted from S. marcescens was reported only on the E. coli strain (Figure 3). This bacteriocin showed no antibacterial effect on other tested strains.
3.3. Assessing the molecular docking
The molecular docking was performed with an energy of -159.968 kJ/mol (Figure 4). The amino acids involved in docking included Asn 205, Asp 189, Lys 243, Trp 224, Tyr 207, Arg 170, and Thr 191. The bonds observed also included hydrogen, electrostatic, and ester bonds (Figure 5).
4. Discussion
Since the identification of bacteriocin, most bacteriocins have been extracted and studied from gram-positive bacteria and less attention has been paid to bacteriocin produced by gram-negative bacteria ( 19 - 21 ). This can be attributed to the abundance and diversity of bacteriocins from gram-positive bacteria ( 22 ). However, the value of bacteriocins produced by gram-negative bacteria cannot be ignored ( 23 ). Some species of S. marcescens are able to synthesize bacteriocin ( 24 ). Accordingly, the present study attempted to extract and purify this valuable biological compound from S. marcescens.
Similar research suggests that bacteriocin produced by S. marcescens often affects other Serratia spp. as well as various strains of E. coli ( 25 ). Nonetheless, in the current study, in addition to the mentioned strains, its effect was evaluated on several other gram-negative bacteria. Bacteriocin produced by each bacterium affects strains close to the same bacterial strain. Pseudomonas and Vibrio are not close strains to S. marcescens and, as expected, no antibacterial effect was observed on them; nevertheless, E. coli, like S. marcescens, belongs to the family Enterobacteriaceae, and the bacteriocin produced by S. marcescens must stop growing. In the present study, as in other studies in this field, the bacteriocin caused a zone of inhibition in plates in which E. coli strains were cultured. Considering the lack of antibacterial effect of bacteriocin on S. marcescens, it is assumed that this strain is the same one used to purify bacteriocin, and therefore, has no effects on itself.
In general, limited studies, which are often in the past, have been carried out on the antibacterial potential of bacteriocin produced by S. marcescent. Foulds et al. conducted studies on this bio-compound several years ago. They extracted bacteriocin from S. marcescens using a salt extraction process and purified it by chromatography ( 17 ). They evaluated the effect of bacteriocin on 7 strains of Serratia and 20 strains of E. coli and reported that although bacteriocin had no activity on any of the strains of Serratia, it inhibited the growth of 11 strains of E. coli ( 18 ). The mechanism of action of bacteriocin was also determined by these researchers, who revealed that this bacteriocin strongly inhibits the incorporation of leucine into protein and thymidine into the deoxyribonucleic acid. In addition, adenosine triphosphate levels in bacteria exposed to bacteriocin rapidly reached 10%-15% of control bacteria. Together, these mechanisms inhibited bacterial growth ( 26 ).
One of the bioinformatics methods for studying the interaction between molecules is the molecular docking method, which is a key method for predicting the structure of the complex and the interaction of macromolecules with each other (receptor-ligand) at the atomic level. Basically, the purpose of molecular docking is to achieve a prediction of the complex ligand-receptor structure using computational methods ( 27 ). This method was first used in 1982 ( 28 ) and today it is widely utilized as a virtual search tool in the early stages of the drug development process ( 29 ).
In the present study, molecular docking was applied to evaluate the molecular mechanism of bacteriocin on E. coli. Thus, the influence of bacteriocin produced by S. marcescens was investigated on the Ag43 in E. coli. The Ag43 is a known autotransporter protein. Autotransporters are actually proteins of the type V secretion system. The proteins of the type V secretion system, unlike other proteins in this system, are not in the inner membrane but are located in the outer membrane of bacteria and secrete themselves, that is why they are called autotransporters. Their presence in the outer membrane of bacteria makes them available and prevents the penetration of antibacterial agents into the inner membrane ( 30 ).
The Ag43 has been observed in many E. coli pathotypes, such as uropathogenic E. coli ( 31 ). The Ag43 is involved in cell aggregation and biofilm formation ( 32 - 34 ). Therefore, it can be stated that the bacteriocin secreted by S. marcescens binds to Ag43 as one of the important virulence factors in E. coli, causing its dysfunction and thus inhibiting the growth of E. coli. This bacteriocin probably interacts with other virulence agents. This assumption requires further investigation in both in silico and in vitro conditions, as understanding the exact mechanisms of action of bacteriocin can be helpful in its application.
Despite the valuable nature of bacteriocin produced by S. marcescens in terms of antibacterial properties, apart from studies by Foulds et al., few extensive studies have been conducted in this field. To achieve the applied purposes of bacteriocin, further and more accurate tests are needed to use this valuable peptide as an alternative antibacterial agent to chemical antibiotics.
Acknowledgment
None.
Authors' Contribution
This article is a part of the Master's thesis of Seyedeh Maryam Mousavi. Bita Archangi was the supervisor and Isaac Zamani was the advisor of this thesis.
Ethics
The authors declare all ethical considerations were respected in the preparation of the submitted article.
Conflict of Interest
The authors declare that they have no conflict of interest.
Funding
There was no Fund to mention.
References
- Bemena LD, Mohamed LA, Fernandes AM, Lee BH. Applications of bacteriocins in food, livestock health and medicine. Int J Curr Microbiol App Sci. 2014; 3(12):924-49.
- Negash AW, Tsehai BA. Current Applications of Bacteriocin. International Journal of Microbiology. 2020; 2020
- Andersson DI, Balaban NQ, Baquero F, Courvalin P, Glaser P, Gophna U, et al. Antibiotic resistance: turning evolutionary principles into clinical reality. FEMS microbiology reviews. 2020; 44(2):171-88.
- Rajaram G, Manivasagan P, Thilagavathi B, Saravanakumar A. Purification and characterization of a bacteriocin produced by Lactobacillus lactis isolated from marine environment. Advance Journal of food science and technology. 2010; 2(2):138-44.
- Jamaluddin N, Stuckey DC, Ariff AB, Faizal Wong FW. Novel approaches to purifying bacteriocin: A review. Critical reviews in food science and nutrition. 2018; 58(14):2453-65.
- Kamarajan P, Hayami T, Matte B, Liu Y, Danciu T, Ramamoorthy A, et al. Nisin ZP, a bacteriocin and food preservative, inhibits head and neck cancer tumorigenesis and prolongs survival. PloS one. 2015; 10(7):e0131008.
- Mathur H, Field D, Rea MC, Cotter PD, Hill C, Ross RP. Bacteriocin-antimicrobial synergy: a medical and food perspective. Frontiers in Microbiology. 2017; 8:1205.
- O’Connor PM, Ross RP, Hill C, Cotter PD. Antimicrobial antagonists against food pathogens: a bacteriocin perspective. Current Opinion in Food Science. 2015; 2:51-7.
- Ahmad V, Khan MS, Jamal QMS, Alzohairy MA, Al Karaawi MA, Siddiqui MU. Antimicrobial potential of bacteriocins: in therapy, agriculture and food preservation. International Journal of Antimicrobial Agents. 2017; 49(1):1-11.
- Chikindas ML, Weeks R, Drider D, Chistyakov VA, Dicks LM. Functions and emerging applications of bacteriocins. Current opinion in biotechnology. 2018; 49:23-8 .
- Yi L, Dang J, Zhang L, Wu Y, Liu B, Lü X. Purification, characterization and bactericidal mechanism of a broad spectrum bacteriocin with antimicrobial activity against multidrug-resistant strains produced by Lactobacillus coryniformis XN8. Food Control. 2016; 67:53-62.
- Arabestani MR, Mousavi SM, Alikhani MY. Bacteriocins as the alternatives to antibiotics. Avicenna J Clin Microbiol Infect. 2014; 1(2):21086. DOI
- Khandelwal P, Upendra RS. Bacteriocins from Bugs of Millennium: Uses, Potential and Prospects in Food Industry. International Journal of Fermented Foods. 2017; 6(2):97.
- Acedo JZ, Chiorean S, Vederas JC, van Belkum MJ. The expanding structural variety among bacteriocins from Gram-positive bacteria. FEMS microbiology reviews. 2018; 42(6):805-28.
- Grimont P, Grimont F. Enterobacter. Bergey’s manual of systematics of archaea and bacteria John Wiley & Sons, Ltd, New York, NY. 2015. p:1–17.
- Mousavi SM, Archangi B, Zolgharnein H, Zamani I. Biocolorant “prodigiosin” interferes with the growth of biofouling bacteria: an in vitro and in silico approach. Pigment & Resin Technology. 2021 1; 51(1):24-32.
- Foulds J. Purification and partial characterization of a bacteriocin from Serratia marcescens. Journal of bacteriology. 1972; 110(3):1001-9.
- Foulds JD, Shemin D. Properties and characteristics of a bacteriocin from Serratia marcescens. Journal of bacteriology. 1969; 99(3):655-60.
- Graham CE, Cruz MR, Garsin DA, Lorenz MC. Enterococcus faecalis bacteriocin EntV inhibits hyphal morphogenesis, biofilm formation, and virulence of Candida albicans. Proceedings of the National Academy of Sciences. 2017; 114(17):4507-12.
- Malathi V, Selvakumar D. Bacteriocin Production by Lactococcus lactis MTCC 440. Indian Journal of Applied Microbiology. 2016; 19(2):43-51.
- Quereda JJ, Dussurget O, Nahori M-A, Ghozlane A, Volant S, Dillies M-A, et al. Bacteriocin from epidemic Listeria strains alters the host intestinal microbiota to favor infection. Proceedings of the National Academy of Sciences. 2016; 113(20):5706-11.
- Todorov S, de Melo Franco B, Tagg J. Bacteriocins of Gram-positive bacteria having activity spectra extending beyond closely-related species. Beneficial microbes. 2019; 10(3):315-28.
- Prudêncio CV, Dos Santos MT, Vanetti MCD. Strategies for the use of bacteriocins in Gram-negative bacteria: relevance in food microbiology. Journal of food science and technology. 2015; 52(9):5408-17.
- Rebuffat S. Bacteriocins from Gram-negative bacteria: a classification?. Springer: Prokaryotic antimicrobial peptides; 2011.
- Li P, Kwok AH, Jiang J, Ran T, Xu D, Wang W, et al. Comparative genome analyses of Serratia marcescens FS14 reveals its high antagonistic potential. PLoS One. 2015; 10(4):e0123061.
- Foulds J. Mode of action of a bacteriocin from Serratia marcescens. Journal of bacteriology. 1971; 107(3):833-9.
- Yuriev E, Holien J, Ramsland PA. Improvements, trends, and new ideas in molecular docking: 2012–2013 in review. Journal of Molecular Recognition. 2015; 28(10):581-604.
- Kuntz ID, Blaney JM, Oatley SJ, Langridge R, Ferrin TE. A geometric approach to macromolecule-ligand interactions. Journal of molecular biology. 1982; 161(2):269-88 .
- Amaro RE, Baudry J, Chodera J, Demir Ö, McCammon JA, Miao Y, et al. Ensemble docking in drug discovery. Biophysical journal. 2018; 114(10):2271-8.
- Heras B, Totsika M, Peters KM, Paxman JJ, Gee CL, Jarrott RJ, et al. The antigen 43 structure reveals a molecular Velcro-like mechanism of autotransporter-mediated bacterial clumping. Proceedings of the National Academy of Sciences. 2014; 111(1):457-62.
- Ulett GC, Valle J, Beloin C, Sherlock O, Ghigo J-M, Schembri MA. Functional analysis of antigen 43 in uropathogenic Escherichia coli reveals a role in long-term persistence in the urinary tract. Infection and immunity. 2007; 75(7):3233-44.
- Henderson IR, Meehan M, Owen P. Antigen 43, a phase-variable bipartite outer membrane protein, determines colony morphology and autoaggregation in Escherichia coli K-12. FEMS microbiology letters. 1997; 149(1):115-20.
- Danese PN, Pratt LA, Dove SL, Kolter R. The outer membrane protein, antigen 43, mediates cell‐to‐cell interactions within Escherichia coli biofilms. Molecular microbiology. 2000; 37(2):424-32.
- Klemm P, Hjerrild L, Gjermansen M, Schembri MA. Structure‐function analysis of the self‐recognizing Antigen 43 autotransporter protein from Escherichia coli. Molecular microbiology. 2004; 51(1):283-96.