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. 2021 Jul 30;13(8):2657. doi: 10.3390/nu13082657

Anti-Salmonella Activity and Peptidomic Profiling of Peptide Fractions Produced from Sturgeon Fish Skin Collagen (Huso huso) Using Commercial Enzymes

Maryam Atef 1,2, Yasmina Ait Chait 2, Seyed Mahdi Ojagh 1,*, Ali Mohammad Latifi 3, Mina Esmaeili 4, Riadh Hammami 2, Chibuike C Udenigwe 2,5,*
Editor: Carmen Lammi
PMCID: PMC8398703  PMID: 34444819

Abstract

This study investigated peptide fractions from fish skin collagen for antibacterial activity against Escherichia coli and Salmonella strains. The collagen was hydrolyzed with six commercial proteases, including trypsin, Alcalase, Neutrase, Flavourzyme, pepsin and papain. Hydrolyzed samples obtained with trypsin and Alcalase had the largest number of small peptides (molecular weight <10 kDa), while the hydrolysate produced with papain showed the lowest degree of hydrolysis and highest number of large peptides. Four hydrolysates were found to inhibit the growth of the Gram-negative bacteria, with papain hydrolysate showing the best activity against E. coli, and Neutrase and papain hydrolysates showing the best activity against S. abony; hydrolysates produced with trypsin and pepsin did not show detectable antibacterial activity. After acetone fractionation of the latter hydrolysates, the peptide fractions demonstrated enhanced dose-dependent inhibition of the growth (colony-forming units) of four Salmonella strains, including S. abony (NCTC 6017), S. typhimurium (ATCC 13311), S. typhimurium (ATCC 14028) and S. chol (ATCC 10708). Shotgun peptidomics analysis of the acetone fractions of Neutrase and papain hydrolysates resulted in the identification of 71 and 103 peptides, respectively, with chain lengths of 6–22 and 6–24, respectively. This work provided an array of peptide sequences from fish skin collagen for pharmacophore identification, structure–activity relationship studies, and further investigation as food-based antibacterial agents against pathogenic microorganisms.

Keywords: sturgeon fish (Huso huso), collagen, bioactive peptides, antimicrobial peptides, peptidomics, Salmonella

1. Introduction

The increasing prevalence of bacterial resistance to commercial antibiotics leading to failed treatments and increased expenses has become a public health concern [1]. Moreover, the increasing constraint on the use of chemical preservatives and the growing demand for natural antimicrobial agents in foods or food supplements has spurred emerging research towards the discovery of novel natural antimicrobial agents with a broad spectrum of antibiotic activity [2]. Consequently, the development of sustainable alternatives to synthetic antibiotics has become a research priority. Antimicrobial peptides (AMPs) are essential components of the innate immune response and a diverse group of individually unique small peptides (less than 50 amino acid residues) that can participate in different organisms as immune modulators and exhibit broad-spectrum antimicrobial activity towards pathogens (Gram-positive and Gram-negative bacteria, viruses, parasites, protozoa, yeast, and fungi) [3]. Natural AMPs can be isolated from practically every living organism, from prokaryotes to humans. The food source of proteins or peptides with antibacterial activities against Gram-positive and Gram-negative strains is diverse, including whole milk [4], lactoferrin [5], ovotransferrin [6], casein [7] and β-lactoglobulin [8]. Moreover, proteins from fish sources have shown promise as functional food ingredients as they are a valuable source of bioactive peptides. These peptides are encrypted within the primary protein sequence and can be released upon enzymatic hydrolysis [9]. Bioactive peptides isolated from various fish protein hydrolysates have short chain lengths, with only 3–20 amino acid residues, and have shown many bioactivities, such as antithrombotic, immunomodulatory, antihypertensive, anticoagulant, antioxidative, and antimicrobial properties [10,11].

Several studies have reported that treatment of marine organisms by enzymatic hydrolysis yielded AMPs and hydrolysates with activity against pathogenic bacteria. For instance, antibacterial peptide fractions isolated from Atlantic mackerel (Scomber scombrus) by-products were reported to inhibit the growth of Gram-positive and Gram-negative bacteria [12]. Sila et al. [13,14] also demonstrated potent inhibitory activity against pathogenic bacteria using antibacterial peptides from barbel muscle protein hydrolysates produced with Alcalase. In addition, antibacterial peptides and fractions have been isolated from pepsin hydrolysate of half-fin anchovy [2] and rainbow trout by-products [15], and from several crab species, including Atlantic rock crab Cancer irroratus [16], snow crab Chionoecetes opilio [17], blue crab Callinectes sapidus [18,19], Chinese mitten crab Eriocheir sinensis [20], mud crab Scylla paramamosain [21], shore crab Carcinus meanas [22], and green crab Carcinus meanas [23]. The structural diversity of the marine-derived proteins provides a unique platform for the discovery of a wide range of AMPs for combating several pathogenic bacteria and overcoming antimicrobial resistance.

Fish collagens and their hydrolysates have been used as sources of biologically active peptides with beneficial effects and potential application in the nutraceutical, cosmeceutical, biomedical, and pharmaceutical industries [24]. According to Ennaas et al. [25], collagencin, an antibacterial peptide isolated from fish collagen hydrolysate produced with Protamex, potently inhibited the growth of Gram-positive and Gram-negative bacteria. Considering the need for fish by-product upcycling and the structural diversity of collagen-derived peptides, the objectives of this study were to investigate the antibacterial activities of sturgeon fish skin collagen hydrolysates produced with six different commercial enzymes and to fractionate and identify the collagen peptides with anti-Salmonella activity from the most active hydrolysates.

2. Materials and Methods

2.1. Chemicals

A high-molecular-weight marker was obtained from Bio-Rad Laboratories (Hercules, CA, USA) and N,N,N,N-tetramethyl ethylene diamine (TEMED) was purchased from Sigma Aldrich (St. Louis, MO, USA). Trypsin (from bovine pancreas; ≥7500 U/g) and pepsin (from porcine gastric mucosa; ≥500 U/g) were purchased from Sigma Chemical Co. (St, Louis, MO, USA). Alcalase (protease from Bacillus licheniformis; ≥2.4 U/g), Neutrase (protease from Bacillus amyloliquefaciens; ≥0.8 U/g), papain (from papaya latex), and Flavourzyme (protease from Aspergillus oryzae; ≥500 U/g) were purchased from Sigma Chemical Co. (Bagsveard, Denmark). O-Phthaldialdehyde, 8-anilo-1-naphthalenesulfonic acid (ANS), Coomassie Brilliant Blue R-250, sodium dodecyl sulfate (SDS), and β-mercaptoethanol (βME) were purchased from Merck (Darmstadt, Germany). All other chemicals and reagents used were of analytical grade.

2.2. Enzymatic Hydrolysis of Fish Skin Collagen

Collagen was isolated from sturgeon fish skin as previously reported [26]. Lyophilized pepsin-solubilized collagen (1 g) was suspended in 200 mL of deionized water and hydrolyzed separately with six commercial enzymes at their optimal conditions (Table 1) with continuous stirring. During enzymatic hydrolysis, the pH of the mixtures was adjusted by adding 1 M NaOH or 1 M HCl. After 3 h of hydrolysis, the enzymatic reaction was terminated by changing pH as shown in Table 1 to inactivate each of the enzymes. The reaction mixtures were then centrifuged at 10,000× g for 30 min at 4 °C and the supernatants lyophilized using a freeze-drier to yield the collagen hydrolysates and stored at −20 °C until use.

Table 1.

Hydrolysis conditions and degree of hydrolysis of Sturgeon fish skin collagen with various commercial proteases.

Enzyme Optimum Conditions DH
(%)
E/S Time
(h)
Temp.
(°C)
pH pH
(Inactivation)
Trypsin 1:100 3 37 8 3 40.35 ± 0.07 a
Alcalase 1:100 3 50 8 4 24.37 ± 0.01 b
Neutrase 1:100 3 50 8 4 19.63 ± 0.01 c
Flavourzyme 1:100 3 50 7 4 14.43 ± 0.03 d
Pepsin 1:100 3 37 2 6.5–8 12.35 ± 0.02 d
Papain 1:100 3 37 6.5 3 7.38 ± 0.01 e

E/S, enzyme–substrate ratio; DH, degree of hydrolysis. Mean values in the DH column with different letters are significantly different with p < 0.05.

2.3. Characterization of the Protein Hydrolysates

2.3.1. Degree of Hydrolysis (DH)

DH of the collagen hydrolysates was determined in a 96-well plate using the O-phthaldialdehyde (OPA) method described by Nielsen et al. [27], with some modifications. Briefly, 30 µL sample solution, standard (serine) or blank control (deionized water) was mixed with 225 µL OPA reagent, and after 2 min shaking at room temperature, absorbance the mixtures were measured at 340 nm using a microplate reader. Thereafter, DH was calculated as previously reported [28].

2.3.2. SDS Polyacrylamide Gel Electrophoresis (SDS-PAGE)

The molecular weight profile of the collagen and collagen hydrolysates was determined by SDS-PAGE according to the method of Laemmli [29], with a slight modification, using gradient resolving gel (6%, 9%, 12%, 15%, and 18%) with 3% (w/v) stacking gel. To prepare the samples, collagen and collagen hydrolysate powders (1 mg/mL) were dissolved in 0.02 M sodium phosphate buffer (pH 7.2) containing 1% (w/v) SDS and 3.5 M urea, and the solutions were gently stirred at 4 °C for 12 h. The mixtures were centrifuged at 5000× g for 5 min to remove undissolved debris. Thereafter, the samples were mixed with the sample buffer (2% SDS, 20% glycerol, and 0.5% bromophenol blue in 62.5 mM Tris-HCl buffer, pH 6.8, containing 1 M β-mercaptoethanol), followed by heat denaturation at boiling temperature for 5 min. Electrophoresis was conducted at a constant current at 120 V for 2 h, and the gel was stained overnight with Coomassie Brilliant Blue R-250 solution and distained with Milli-Q water by shaking for 4 h. A standard molecular weight protein marker ranging from 10 to 250 kDa was used to estimate the molecular weight of the collagen peptides. Image scanning of gels was done using the ChemiDoc Imaging System (BioRad Inc., Mississauga, ON, Canada).

2.3.3. Surface Hydrophobicity (Ho)

Surface hydrophobicity (Ho) of the collagen hydrolysates was determined by the fluorescence method using ANS as the hydrophobic probe. Samples at concentrations ranging from 0.005 to 0.025% were mixed with 20 µL ANS in a Grenier UV-Star (96-well) microplate. Fluorescence of the mixture was then measured at excitation and emission wavelengths of 390 and 470 nm, respectively, using a Spark multimode microplate reader (Tecan, Switzerland). The slope of the fluorescence intensity vs. concentration plot was used to represent the surface hydrophobicity (Ho), as previously reported [30].

2.3.4. Dynamic Light Scattering (DLS) Analysis

Zeta (ζ)-potential and mean particle size of the collagen hydrolysates were evaluated by DLS using the Zetasizer Nano Series Nano-ZS (Malvern Instruments Ltd., Malvern, UK) at 25 °C. The hydrolyzed samples (0.05 mg/mL) were mixed in water and used to determine the zeta potential and particle size of the samples. All measurements were taken in triplicates at 25 °C with the Smoluchowski model at F (ka) 1.50 and backscattered angle of 173°.

2.4. Solvent Fractionation of the Hydrolysates

Selected collagen hydrolysates were further subjected to solvent fractionation to separate the bioactive peptides as previously reported [12]. High-molecular-weight peptides in the samples were precipitated using ice-cold acetone (50%, v/v) followed by centrifugation at 8000× g for 20 min at 4 °C. Thereafter, acetone in the supernatants containing low-molecular-weight peptides was evaporated using a centrifugal vacuum evaporator, and the samples were freeze-dried to obtain the peptide fraction powders.

2.5. Liquid Chromatography-Tandem Mass Spectrometry (LC-MS/MS) and Peptidomics Data Analysis

Shotgun proteomics was used to identify peptides in the collagen peptide fractions. Lyophilized samples were separated by a 60-min gradient elution at a flow rate of 250 nL/min using an EASY-nLC integrated nano-HPLC system (Thermo Fisher, San Jose, CA, USA), which was directly interfaced with a quadrupole Orbitrap (Q-Exactive) mass spectrometer (Thermo Fisher, San Jose, CA, USA). The analytical column used was a PepMap RSLC EASY-Spray column (75 μm × 50 cm) packed with C18 resin (2 μm). Eluted peptides were then introduced into the Orbitrap Q-Exactive mass spectrometer, operated in the data-dependent acquisition mode using the MaxQuant software with a single full-scan spectrum (400–1500 m/z, 70,000 resolution) followed by 10 data-dependent MS/MS scans in the Orbitrap mass analyzer. For peptide identification, the spectral data were processed with MaxQuant version 1.6.10.43 software (Max Planck Institute of Biochemistry, Planegg, Germany) using the Andromeda peptide search engine, as reported by Tyanova et al. [31].

2.6. Antibacterial Activity of Collagen Peptides

Antibacterial activity of the collagen hydrolysates and the acetone fractions was performed using a microtest polystyrene 96-well microplate (VWR Tissue Culture Plates, Randor, PA, USA) as previously described [32]. Briefly, the microplate wells were filled by distributing 100 µL of BHI medium. Medium alone and medium with each strain inoculum were used as blank and control, respectively, on the same microplate. Then, 100 µL of each collagen hydrolysates and acetone fractions prepared in the medium were added to each well (Column 3 to Column 12) and 2-fold diluted with the medium starting from 100 mg/mL for collagen peptides and from 10 mg/mL for acetone fractions. The wells, containing 100 µL of media or sample solution, were inoculated with 100 µL overnight culture of the target strains diluted to a final concentration of 105 CFU/mL. The microplates were subsequently incubated at 37 °C, and absorbance at 650 nm was measured at 20 min intervals for 24 h, using the Spark multimode microplate. Viable bacterial strains were quantified after 6 h incubation with the acetone fractions or BHI medium as control using the standard plate counting method on BHI agar and expressed as CFU/mL.

2.7. Statistical Analysis

Data were collected in triplicate and analyzed using SPSS (Chicago, IL, USA). Results were expressed as mean ± standard deviation, and the differences between mean values of different samples were determined by the Least Significant Difference (LSD) test (p < 0.05).

3. Results

3.1. Degree of Hydrolysis and Surface Hydrophobicity of the Hydrolysates

DH of the collagen hydrolysates produced with different enzymes (trypsin, Alcalase, Neutrase, Flavourzyme, pepsin, and papain) at their optimal temperature and pH conditions are shown in Table 1. Enzymes were used at the same enzyme–substrate ratio to compare their hydrolytic efficiencies. As shown in Table 1, trypsin and papain hydrolysate demonstrated the highest and lowest DH (p < 0.05), respectively, in producing the collagen hydrolysates. Interestingly, there was no significant difference between the DH of hydrolysates obtained with the single enzyme, pepsin and the multi-enzyme, Flavourzme. In contrast, the highest surface hydrophobicity was observed for collagen hydrolysate produced with papain, whereas hydrolysates obtained with Alcalase and trypsin had similar and the lowest H0 values (Figure 1A). There was no defined pattern in the DH or H0 with respect to the origin of the enzymes (plant, animal or microbe) used in collagen hydrolysis.

Figure 1.

Figure 1

Properties of the collagen protein hydrolysates. (A) Surface hydrophobicity (H0), (B) SDS-PAGE protein profile, (C) zeta potential, and (D) mean particle size of the collagen hydrolysates produced by Alcalase, trypsin, Neutrase, Flavourzyme, pepsin and papain. Mean values with different letters in (C) and (D) are significantly different with p < 0.05. SDS-PAGE label: Lanes I: High molecular-weight protein marker, A = Acid-solubilized collagen (ASC), B = Pepsin-solubilized collagen (PSC), and collagen hydrolysates obtained using C = trypsin, D = Alcalase, E = Flavourzyme, F = Neutrase, G = pepsin, and H = papain.

3.2. Molecular Weight Distribution of the Collagen Hydrolysates

The molecular weight profiles of the fish skin collagen and its hydrolysates, determined by SDS-PAGE, are shown in Figure 1B. After treating collagen with the six commercial enzymes, the samples obtained with trypsin (lane C) and Alcalase (lane D) displayed peptide bands with the lowest molecular weights (<10 kDa). In contrast, hydrolysates obtained with the pepsin (lane G) and papain (lane H) showed bands with high molecular weights ranging from ~100 to <10 kDa. The molecular weight profile follows a similar pattern as the DH (Table 1); hydrolysates with higher DH showed lower molecular weight bands on the SDS-PAGE gels, indicating extensive protein hydrolysis by the enzymes, and vice versa. Furthermore, SDS-PAGE showed the disappearance of the two major bands present in the original collagen samples (lanes A and B) in all the hydrolysates (lanes C-H), indicating that all six enzymes hydrolyzed the parent protein, although to different extents.

3.3. Surface Charge and Particle Size of the Collagen Hydrolysates

As shown in Figure 1C,D, the collagen hydrolysate particles had a net negative surface charge when dispersed in water. The magnitude of zeta potential for the hydrolysates produced with Alcalase and trypsin was significantly higher than the rest, and papain had the lowest surface charge. Conversely, similar particle sizes were observed for the hydrolysates produced with Alcalase, Flavourzyme, and pepsin, while that produce with papain had the highest particle size, and those produced with trypsin and Neutrase showed the lowest values. The particle size results are inversely correlated to the DH (Table 1) and surface charge results (Figure 2C).

Figure 2.

Figure 2

Growth curves of E. coli in the absence (control) and presence of collagen hydrolysates produced with four enzymes (A) Alcalase, (B) papain, (C) Flavourzyme, and (D) Neutrase. Experiments were conducted three times, and each data point represents the mean value.

3.4. Antibacterial Activity of the Collagen Hydrolysates and Peptide Fractions

The collagen hydrolysates and their acetone fractions were evaluated for inhibitory activity against E. coli and four Salmonella strains using microdilution assay. As shown in Figure 2 and Figure 3, some collagen hydrolysate at a concentration of 100 mg/mL moderately inhibited the growth of E. coli and S. abony strains, with crude hydrolysates obtained with papain, Alcalase, and Neutrase being the most potent. Specifically, hydrolysate produced with papain inhibited the growth of both strains, while Neutrase and Alcalase produced hydrolysates with selective antibacterial activity against E. coli and S. abony, respectively. To a lesser extent, collagen hydrolysate obtained with Flavourzyme exhibited a weak growth inhibitory effect against S. abony. Collagen hydrolysates produced with pepsin and trypsin did not show detectable antibacterial activity in both strains under our experimental conditions.

Figure 3.

Figure 3

Growth curves of S. abony in the absence (control) and presence of collagen hydrolysates produced with four enzymes (A) Alcalase, (B) papain, (C) Flavourzyme, and (D) Neutrase. Experiments were conducted three times, and each data point represents the mean value.

Fractionation using acetone increased the specific activity of inhibitory substances in most samples. After 6-h incubation, the acetone fractions of hydrolysates produced with Neutrase and papain exhibited the highest and dose-dependent anti-Salmonella growth inhibitory activities (Figure 4). In contrast, fractions from hydrolysates produced with Alcalase and Flavourzyme showed less potency against the four Salmonella strains (data not shown). Neutrase produced the hydrolysate with the most potent activity against the four Salmonella strains, with the highest growth inhibition of 90% observed at 10 mg/mL against S. typhimurium ATCC 13311.

Figure 4.

Figure 4

Growth inhibition of Salmonella strains in the presence of collagen acetone fractions (A): S. abony (NCTC 6017); (B): S. typhimurium (ATCC 13311); (C): S. typhimurium (ATCC 14028) and (D): S. chol (ATCC 10708).

The anti-Salmonella activity results were confirmed using the viable bacterial cell counts (CFU) in the presence of acetone peptide fractions of collagen hydrolysates produced with Neutrase and papain (10 mg/mL) after 6 h incubation (Table 2). When treated with Neutrase peptide fraction at 10 mg/mL, the CFU counts of the Salmonella strains were significantly (p < 0.05) reduced by more than two logs, with S. typhimurium (ATCC 13311) being the most sensitive strain (2.28 log reduction). The Salmonella strains were less, but significantly, affected by the papain peptide fractions with a log reduction range of 0.32–1.26.

Table 2.

Cell viable counts (log CFU/mL) of Salmonella strains in the presence of collagen acetone peptide fractions derived from two enzymatic hydrolysates.

Strains Control Neutrase Papain
S. abony (NCTC 6017) 9.30 ± 0.22 a 7.83 ± 0.12 b 8.67 ± 0.10 a
S. chol (ATCC 10708) 9.10 ± 0.17 a 8.54 ± 0.10 a 8.78 ± 0.21 a
S. typhimurium (ATCC 13311) 9.15 ± 0.11 a 6.87 ± 0.21 b 7.89 ± 0.12 b
S. typhimurium (ATCC 14028) 9.21 ± 0.12 a 7.56 ± 0.12 b 7.81 ± 0.12 b

Control, bacteria in BHI medium without the peptide treatment; Neutrase and Papain, bacterial treated with 10 mg/mL of acetone fraction of collagen hydrolysates produced with Neutrase and papain, respectively. Different letters in each row represent significantly different mean values (p < 0.05).

3.5. Prole of Peptides in the Acetone Fractions

Peptide profiles of the collagen hydrolysate fractions determined by shogun peptidomics are shown in Table 3 and Table 4 for samples produced with Neutrase and papain, respectively. A total of 71 and 103 peptides were identified in the fractions of collagen hydrolysates produced using Neutrase and papain, respectively, which displayed the most potent antibacterial activities against the Gram-negative bacteria. The length of identified peptides ranged from 6 to 22 and 6 to 24 amino acid residues, and the molecular mass ranged from 612.3 to 2266 Da and 540.2 to 2586 Da for the Neutrase and papain fractions, respectively. The vast majority of peptides in both samples were derived from Type 1 collagen alpha 1 chain, the main collagen protein component. In general, lower molecular weight peptides with 2–5 amino acid residues are less accurately identified by the shotgun peptidomics approach and, if present in the fractions, were not detected in this study.

Table 3.

Collagen peptides identified in the acetone fraction of the hydrolysate produced with Neutrase.

No Sequence Chain Length Mass (Da) Net Charge Fragment Position Protein Name
1 AAGDAGKPGERG 12 1084.5261 −2;3 581–592 Type1 collagen alpha1 chain
2 AAGPPGATGFPG 12 998.48214 −2 860–871 Type1 collagen alpha1 chain
3 AAGPPGATGFPGAAGR 16 1353.6789 −2 860–875 Type1 collagen alpha1 chain
4 AEIKAQY 7 821.42832 −2 274–280
5 AGEELWSLLAD 11 1202.5819 +2 562–572 Afamin
6 AGPPGADGQAGAK 13 1095.5309 −2 807–819 Type1 collagen alpha1 chain
7 ASGPAGPRGPA 11 936.47773 −2 1127–1137 Type1 collagen alpha1 chain
8 ASGPAGPRGPAGPA 14 1161.5891 −2 1127–1140 Type1 collagen alpha1 chain
9 ATGPAGARGSPGSPGND 17 1467.6702 −2 683–699 Type1 collagen alpha1 chain
10 CHRWVSL 7 956.46506 +2 428–434
11 DAFLGSFLYEY 11 1323.6023 +2 347–357 Serum albumin
12 DFGFVAQ 7 782.3599 −1 1190–1196 Type1 collagen alpha1 chain
13 DGAKGDSGPAGPK 13 1155.552 −3 267–279 Type1 collagen alpha1 chain
14 DGAKGDSGPAGPKGEPGSSGE 21 1855.8184 −2;3 267–287 Type1 collagen alpha1 chain
15 DQLEGALQQ 9 1000.4825 +2 399–407 Keratin, type II cytoskeletal 72
16 DVNRDDACDLLV 12 1403.635 +2 256–267 Inter-alpha-trypsin inhibitor heavy…
17 ENEVALRQSVE 11 1272.631 −2 239–249 Keratin, type I cytoskeletal 10
18 FSGLDGAKGDSGPAGPK 17 1559.758 +3 263–279 Type1 collagen alpha1 chain
19 FSGLPGPTGEPGKQGPGGPSGE 22 2008.949 −3 965–986 Type1 collagen alpha1 chain
20 FYAPELLYYANK 12 1490.7446 +2 172–183 Serum albumin
21 GAAGDAGKPGE 11 928.42502 +2 580–590 Type1 collagen alpha1 chain
22 GAAGDAGKPGERG 13 1141.5476 +2;3 580–592 Type1 collagen alpha1 chain
23 GERGFPGERGGPG 13 1271.6007 +3 670–682 Type1 collagen alpha1 chain
24 GFPGERGGPGA 11 1000.4726 −2 673–683 Type1 collagen alpha1 chain
25 GGDGAPGKDGIRG 13 1155.5632 −3 745–757 Type1 collagen alpha1 chain
26 GGDGAPGKDGIRGM 14 1286.6037 +3 745–758 Type1 collagen alpha1 chain
27 GGPGAKGEVGPAGGRGSDGPQGARG 25 2148.042 −3 340–364 Type1 collagen alpha1 chain
28 GGPGATGPAGAR 12 967.48354 +2 679–690 Type1 collagen alpha1 chain
29 GKNGDRGESGPAGPA 15 1368.6382 −2 1054–1068 Type1 collagen alpha1 chain
30 GKNGDRGESGPAGPAGPA 18 1593.7495 −2 1054–1071 Type1 collagen alpha1 chain
31 GKNGDRGESGPAGPAGPAGPA 21 1818.8609 −2 1054–1074 Type1 collagen alpha1 chain
32 GKNGDRGESGPAGPAGPAGPAGA 23 1946.9195 −2 1054–1076 Type1 collagen alpha1 chain
33 GKNGDRGESGPAGPAGPAGPAGAR 24 2103.0206 −3 1054–1077 Type1 collagen alpha1 chain
34 GKNGDRGESGPAGPAGPAGPAGARG 25 2160.042 −2;3 1054–1078 Type1 collagen alpha1 chain
35 GPAGPAGARG 10 809.4144 +2 1069–1078 Type1 collagen alpha1 chain
36 GPAGPRGPA 9 778.40859 +2 1129–1137 Type1 collagen alpha1 chain
37 GPAGPRGPAGPA 12 1003.5199 −2 1129–1140 Type1 collagen alpha1 chain
38 GPSGPQGAR 9 825.40931 −2 238–246 Type1 collagen alpha1 chain
39 GSRGSPGERGESGPPGPAG 19 1707.7925 −2 787–805 Type1 collagen alpha1 chain
40 IGPAGPPGTPGPPGPPGPPGGGFD 24 2048.9956 +2 1167–1190 Type1 collagen alpha1 chain
41 IVGLPGQRGERG 12 1237.6891 +2 953–964 Type1 collagen alpha1 chain
42 KPKYGLVTY 9 1067.6015 +2 305–313
43 LDGAKGDSGPAGPK 14 1268.6361 −2;3 266–279 Type1 collagen alpha1 chain
44 LGRVVDP 7 754.43374 +2 443–449
45 LQAETEGL 8 859.42871 −2 333–340
46 LQMDYSK 7 883.41095 +2 255–261 Thyroxine-binding globulin
47 LSGAPGEAGREG 12 1099.5258 +2 998–1009 Type1 collagen alpha1 chain
48 LTGSPGSPGPDGKTGPAGPAGQ 22 1904.9228 +2 533–554 Type1 collagen alpha1 chain
49 LTYTSNDSALFILPDKGKM 19 2113.0765 +2 259–277 Serpin A3–4
50 MESTEVFTKKT 11 1299.6381 +2 141–151
51 MNRDSNKNTLI 11 1304.6507 +2 1434–1444
52 NGDRGESGPAGPAGPAGPAGAR 22 1917.9041 −3 1056–1077 Type1 collagen alpha1 chain
53 PGAAGPA 7 539.27036 −1 839–845
54 QDPVTGLTVN 10 1042.5295 +2 681–690 Inter-alpha-trypsin inhibitor heavy…
55 QLQISVDQHGDNLKNTKSEI 20 2266.1553 +2 410–429 Cytokeratin-4
56 RADLERQ 7 886.46208 +2 377–383 Keratin, type I cuticular Ha8
57 RGDKGEAGEAGERG 14 1387.644 −2;3 1086–1099 Type1 collagen alpha1 chain
58 RGESGPAGAPGAPGAPGA 18 1475.7117 −2 1029–1046 Type1 collagen alpha1 chain
59 RGESGPPGPAGF 12 1127.536 −2 795–806 Type1 collagen alpha1 chain
60 RGPPGPMGPPG 11 1018.5018 −2 987–997 Type1 collagen alpha1 chain
61 RGPPGPMGPPGL 12 1131.5859 +2 987–998 Type1 collagen alpha1 chain
62 SAGAQGARGDKGEAGE 16 1459.6651 +2 1079–1094 Type1 collagen alpha1 chain
63 SAGAQGARGDKGEAGEAGER 20 1872.8674 +3 1079–1098 Type1 collagen alpha1 chain
64 SGAPGEAGREG 11 986.44174 +2 999–1009 Type1 collagen alpha1 chain
65 SGAPGEAGREGAAG 14 1185.5374 +2 999–1012 Type1 collagen alpha1 chain
66 SRTSFSSVSRS 11 1199.5895 +2 28–38
67 TSGLLGAHASAITA 14 1268.6725 +2 1182–1195
68 VAGAPGALG 9 711.39154 −2 593–601 Type1 collagen alpha1 chain
69 VGATGPKGSRG 11 985.53049 +2 849–859 Type1 collagen alpha1 chain
70 VPGQRG 6 612.33436 −1 424–429
71 VRLCPG 6 700.36903 −2 347–352 Alpha-2 HS-glycoprotein

Table 4.

Collagen peptides identified in the acetone fraction of the hydrolysate produced with papain.

No Sequence Chain Length Mass (Da) Net Charge Fragment Position Protein Name
1 AAGDAGKPGERG 12 1084.5261 −2;3 581–592 Type1 collagen alpha1 chain
2 AGPAGPAGAR 10 823.43005 −2 1068–1077 Type1 collagen alpha1 chain
3 AGPPGADGQAGA 12 967.43592 −2 807–818 Type1 collagen alpha1 chain
4 AGPPGADGQAGAKGEPGDS 19 1637.7281 −2 807–825 Type1 collagen alpha1 chain
5 AGRPGEPGPAGPPGPTGE 18 1599.7641 −2;3 909–926 Type1 collagen alpha1 chain
6 AKGEPGDSGAKGDAG 15 1315.6004 −2;3 818–832 Type1 collagen alpha1 chain
7 AKGETGPAGAPG 12 1011.4985 +2 701–712 Type1 collagen alpha1 chain
8 AKIQLCPPPPQVPNACDMTTTV 22 2437.1804 +2 806–827 Complement factor H
9 APDPFRHY 8 1001.4719 −2 1202–1209 Type1 collagen alpha1 chain
10 APGEAGREGAAG 12 1041.4839 +2 1001–1012 Type1 collagen alpha1 chain
11 APGEKGESGPAGPGGPTG 18 1521.7059 −2 770–787 Type1 collagen alpha1 chain
12 APGEKGESGPAGPGGPTGS 19 1608.738 −2 770–788 Type1 collagen alpha1 chain
13 APGFPGGPGA 10 826.39735 +2 335–344 Type1 collagen alpha1 chain
14 ARGSPGSPGNDGAKGETGPAG 21 1838.8507 −2 689–709 Type1 collagen alpha1 chain
15 ASGPAGPRGPAGPAGSSGKD 20 1692.818 −2;3 1127–1146 Type1 collagen alpha1 chain
16 ASGPAGPRGPAGPAGSSGKDGVSG 24 1992.9613 −2;3 1127–1150 Type1 collagen alpha1 chain
17 ATEAGHSAAAWLLTAQGSGTHSPL 24 2333.14 +3 53–76 Peptidoglycan recognition protein 2
18 DEGQDDRPKVGLG 13 1384.6583 +2 34–46 Fibrinogen beta chain
19 DGAKGDSGPAGPKGEPGSSGE 21 1855.8184 −2;3 267–287 Type1 collagen alpha1 chain
20 DGHARGDSVSQGTGLAPGSP 20 1864.8664 +3 270–289 Fibrinogen alpha chain
21 DKGRLQSELKTMQD 14 1647.825 +3 279–292 Cytokeratin-4
22 DSALQLQDFYQEVANPLMTSVAF 23 2586.2312 +3 446–468 Inter-alpha-trypsin inhibitor heavy...
23 DSGGPLACEKNG 12 1203.519 +2 576–587
24 EKGESGPAGPGGPT 14 1239.5731 +2 773–786 Type1 collagen alpha1 chain
25 EKGEYFAFLETYGT 14 1653.7563 +2 336–349 Complement component C9
26 EKIGCSQPPQIDHG 14 1564.7304 +2 866–879 Complement factor H
27 ENGLQQLTFPLSSE 14 1561.7624 +2 184–197 Alpha-2-macroglobulin
28 ERGFPGE 7 790.36097 −2 671–677 Type1 collagen alpha1 chain
29 EVVSLTVTCCAE 12 1366.6109 +2 66–77 Vitamin D binding protein
30 EWNASQVLANLTW 13 1530.7467 +3 308–320 Alpha-2-antiplasmin
31 FMQSVTGWNMGRAL 14 1596.7541 +2 245–258 Angiotensinogen
32 GAAGDAGKPGERGVA 15 1311.6531 +3 580–594 Type1 collagen alpha1 chain
33 GAAGPKGGPGE 11 896.43519 +2 493–503 Type1 collagen alpha1 chain
34 GADGQAGAKGEPG 13 1113.5051 +2 811–823 Type1 collagen alpha1 chain
35 GAKGDAGSPGPAGPTG 16 1295.6106 +2 826–841 Type1 collagen alpha1 chain
36 GARGDKGEAGEAGE 14 1302.58 −2;3 1084–1097 Type1 collagen alpha1 chain
37 GDRGESGPAG 10 901.38897 +2 1027–1036 Type1 collagen alpha1 chain
38 GEPGDSGAKGDAGSPGPAGPTG 22 1837.8078 −2 820–841 Type1 collagen alpha1 chain
39 GEPGPGGVQ 9 796.37153 −2 442–450 Type1 collagen alpha1 chain
40 GEVGPAGGRGSDGPQGA 17 1467.6702 +2 346–362 Type1 collagen alpha1 chain
41 GFPGADGAAGPKG 13 1100.5251 +2 487–499 Type1 collagen alpha1 chain
42 GFPGPKGAAGDAGKP 15 1325.6728 +2 574–588 Type1 collagen alpha1 chain
43 GGDGAPGKDGIR 12 1098.5418 +2 745–756 Type1 collagen alpha1 chain
44 GGDGAPGKDGIRGM 14 1286.6037 +3 745–758 Type1 collagen alpha1 chain
45 GGPGATGPAGA 11 811.38243 +2 679–689 Type1 collagen alpha1 chain
46 GHRGFTGL 8 843.43514 +2 1102–1109 Type1 collagen alpha1 chain
47 GIAGQRGIVG 10 926.52976 −2 946–955 Type1 collagen alpha1 chain
48 GLVGPKGDTGE 11 1028.5138 +2 67–77 Adiponectin
49 GMKGCPAVMPIDHVYGTLGI 20 2115.0315 +2 88–107 periostin isoform X7
50 GPAGPAGPAG 10 750.36605 −2 1063–1072 Type1 collagen alpha1 chain
51 GPAGPAGSSGK 11 884.43519 +2 1135–1145 Type1 collagen alpha1 chain
52 GPAGPRGPA 9 778.40859 −2 1129–1137 Type1 collagen alpha1 chain
53 GPAGPRGPAGPAG 13 1060.5414 +2 1129–1141 Type1 collagen alpha1 chain
54 GPMGPRGPPGPA 12 1089.5389 −2 175–186 Type1 collagen alpha1 chain
55 GPMGPRGPPGPAG 13 1146.5604 −2 175–187 Type1 collagen alpha1 chain
56 GPRGPPGPAG 10 861.4457 +1 178–187 Type1 collagen alpha1 chain
57 GRSGRSGSFLYQ 12 1313.6476 +2 2406–2417 Truncated profilaggrin
58 GRSRSFLYQVSSHE 14 1651.8067 +3 1436–1449 Truncated profilaggrin
59 GSAGAQGARGDKGEAGE 17 1516.6866 −2 1078–1094 Type1 collagen alpha1 chain
60 GSIQIENGYFVHYF 14 1672.7886 +3 251–264 Inter-alpha-trypsin inhibitor heavy...
61 GSPGERGESGPPGPAG 16 1407.6379 +2 790–805 Type1 collagen alpha1 chain
62 GSPGSPGNDGAKGETGPAG 19 1611.7125 −2 691–709 Type1 collagen alpha1 chain
63 GVCISSLSCSRVGS 14 1467.681 +2 46–59
64 HRGFSGL 7 772.39802 +2 260–266 Type1 collagen alpha1 chain
65 HRGFTGL 7 786.41367 −2 1103–1109 Type1 collagen alpha1 chain
66 IRDVWGIEGPID 12 1368.7038 +2 192–203 vitronectin
67 KGDAGSPGPAGPTG 14 1167.552 +2 828–841 Type1 collagen alpha1 chain
68 KNGDRGESGPAGPAGPAGPA 20 1761.8394 −2 1055–1074 Type1 collagen alpha1 chain
69 KNGDRGESGPAGPAGPAGPAG 21 1818.8609 −2 1055–1075 Type1 collagen alpha1 chain
70 KNGDRGESGPAGPAGPAGPAGA 22 1889.898 −2 1055–1076 Type1 collagen alpha1 chain
71 KNGDRGESGPAGPAGPAGPAGAR 23 2045.9991 −3 1055–1077 Type1 collagen alpha1 chain
72 KSENARLVLQI 11 1269.7405 +3 158–168 Keratin, type I cuticular Ha6
73 LDGAKGDSGPAGPK 14 1268.6361 +3 266–279 Type1 collagen alpha1 chain
74 LGIANPATDF 10 1017.5131 −2 728–737 Inter-alpha-trypsin inhibitor heavy...
75 LMGEVARHSVQDGK 14 1525.7671 +3 103–116 Peptidoglycan recognition protein 2
76 LPGPTG 6 540.29076 −1 968–973
77 LPGPTGEPGKQGPGGPSGE 19 1717.8271 +2 968–986 Type1 collagen alpha1 chain
78 LVDTELNCTVLQMD 14 1649.7641 +2 245–258 Thyroxine-binding globulin
79 MHGLISDAEERGER 14 1598.7471 +2 409–422 Keratin, type II cytoskeletal 1b
80 MSAPGPMGPMGPRGPPGPAG 20 1817.8375 +3 168–187 Type1 collagen alpha1 chain
81 MSAPGPMGPMGPRGPPGPAGSN 22 2018.9125 +2 168–189 Type1 collagen alpha1 chain
82 NGDRGESGPAGPAGPAGPAGA 21 1761.803 −2 1056–1076 Type1 collagen alpha1 chain
83 NGDRGESGPAGPAGPAGPAGAR 22 1917.9041 −2;3 1056–1077 Type1 collagen alpha1 chain
84 PAGPAGQDGRAGPPGPSGARG 21 1828.8929 +3 548–568 Type1 collagen alpha1 chain
85 PGPTGEPGKQGPGGPSGE 18 1604.7431 −2 969–986 Type1 collagen alpha1 chain
86 PYRVYCDMKTEKG 13 1645.7592 +2 269–281 Fibrinogen beta chain
87 QLEPEE 6 743.33375 +1 234–239 Complement C3
88 RGDKGEAGEAGE 12 1174.5214 −2 1086–1097 Type1 collagen alpha1 chain
89 RGEGGPAGAPGF 12 1071.5098 +2 624–635 Type1 collagen alpha1 chain
90 RGESGPAGPAGPAGPAGA 18 1475.7117 +2 1059–1076 Type1 collagen alpha1 chain
91 RGPPGPMGPPG 11 1018.5018 +2 987–997 Type1 collagen alpha1 chain
92 RGSAGAQGARGDKGEAGE 18 1672.7877 +3 1077–1094 Type1 collagen alpha1 chain
93 RGSAGAQGARGDKGEAGEA 19 1743.8248 −3 1077–1095 Type1 collagen alpha1 chain
94 RGSPGSPGNDGAKGETGPAG 20 1767.8136 −2 690–709 Type1 collagen alpha1 chain
95 SGAPGEAGREGAAGN 15 1299.5804 −2 999–1013 Type1 collagen alpha1 chain
96 SGAPGEAGREGAAGNEGAPGRD 22 1981.8838 +2 999–1020 Type1 collagen alpha1 chain
97 SGPAGPRGPAGPA 13 1090.552 +2 1128–1140 Type1 collagen alpha1 chain
98 SGPPGPAG 8 638.30239 +1 798–805 Type1 collagen alpha1 chain
99 SRGERGFPGERGGPGATGPAG 21 1968.9514 +3 668–688 Type1 collagen alpha1 chain
100 SVMADATSVPVTE 13 1305.6122 +2 25–37 Protein HP-25 homolog 2
101 VAQPSQE 7 757.36063 −2 1194–1200 Type1 collagen alpha1 chain
102 VKGGDGAPGKDGIRG 15 1382.7266 −2 743–757 Type1 collagen alpha1 chain
103 VKGGDGAPGKDGIRGM 16 1513.7671 +3 743–758 Type1 collagen alpha1 chain

4. Discussion

Biological activities of protein hydrolysates are dependent on the protein substrate, enzyme used for proteolysis, and hydrolysis conditions, such as the enzyme–substrate ratio (E/S), incubation time, temperature, and pH [33]. The DH of the proteins influences the size and structure of the released peptides [34]. Moreover, functional properties of food protein hydrolysates, such as protein solubility, surface hydrophobicity, emulsification, and foaming capacity, depend on the degree of hydrolysis. For instance, the solubility of protein hydrolysate increases with increased DH as observed in samples from yellow stripe trevally [35], Alaska pollack [36], barbel [13,14], anchovy [37], and Atlantic mackerel [12]. High DH would ensure that the peptides become soluble and accessible to interact with their targets in aqueous physiological environments. However, extensive hydrolysis may lead to the loss of the bioactive motif in a peptide. As reported previously, the fish skin collagens in this study consist of two different subunits with an average molecular weight of 110–150 kDa (α1 and α2 at band intensity ratio of 2:1), β (dimers) and small amounts of γ (trimers) [38]. These protein bands were hydrolyzed differently depending on the enzyme used. Interestingly, trypsin gave the highest DH, even higher than multi-enzyme Alcalase and Flavourzyme, resulting in peptides with the lowest MW profiles. Conversely, papain and pepsin gave the lowest DH resulting in several high MW bands. Notably, the original collagen protein bands were not detected in all the samples, signifying their hydrolysis by the enzymes. Similar results have been reported by Suárez-Jiménez et al. [39], Chi et al. [40] and Felician et al. [10], who observed the presence of low molecular weight polypeptide bands for collagens isolated from squid by-products, fish cartilage fish, and jellyfish, respectively.

Surface hydrophobicity of the protein hydrolysates in this study was inversely related to DH. Whereas the smaller sized peptides would be highly soluble, it is expected that the high molecular weight peptides from limited hydrolysis would interact more easily to form hydrophobic pockets or aggregates that bind the fluorescent molecular probe [41,42]. Furthermore, surface charge distribution is an important parameter for the determination of biomolecular structure and interactions in aqueous environments [30]. Results from this study indicated weak electrostatic stabilization (except for hydrolysates produced with Alcalase and trypsin) and inclination of the hydrolysate particles to aggregate in aqueous solution. The net surface charges of the hydrolysates in aqueous solution also decreased in magnitude with an increase in surface hydrophobicity, which is an outcome of peptide aggregation. The molecular profile, surface properties and intermolecular interactions of peptides are important determinants of their bioaccessibility and binding to molecular targets, which would influence their bioactivities.

Antimicrobial peptides have been derived from various food sources by enzymatic hydrolysis, fermentation or gastrointestinal digestion for combating food-borne pathogens [43]. Results in this study revealed that the extent of the antibacterial activity of collagen hydrolysates against the S. abony and E. coli varies with different enzymes used for hydrolysis. Sila et al. [14] demonstrated that hydrolysates with higher DH (16.2% and 14.53%) or lower DH (2.8%) did not inhibit the growth of Gram-positive and Gram-negative bacteria, compared to hydrolysates with DH 6.6%, which showed antibacterial effect against a broad spectrum of Gram-positive (Listeria monocytogenes, Staphylococcus aureus, Enterococcus faecalis, Micrococcus luteus and Bacillus cereus) and Gram-negative bacteria (Escherichia coli, Salmonella enterica, Pseudomonas aeruginosa, Klebsiella pneumonia, and Enterobacter sp.). In our study, the DH had no significant effect (p > 0.05) on antibacterial activity. [15] and [44] observed similar results in their studies on trout protein hydrolysate and yak kappa-casein hydrolysate, respectively. The biological attributes of peptides are largely influenced by their molecular structural properties, including amino acid composition, sequence, net charge, and chain length [43]. These properties may have influenced the antibacterial activities of the collagen hydrolysates. Notably, hydrophobicity is thought to be important because it facilitates the interaction of the peptides with bacterial cytoplasmic membranes [44]. This feature relates more to the molecular hydrophobicity of individual peptides instead of surface hydrophobicity.

The bioactivity mechanisms of antibacterial peptides can be by interaction with negatively charged cell surface components, such as lipoteichoic acid in the outer membranes of Gram-positive bacteria and lipopolysaccharides in the cell wall of Gram-negative bacteria. Antibacterial peptides produce pores, channels or peptide–lipid complexes in the outer membrane or the cell wall of bacteria, and disruption of cytoplasmic membranes occurs followed by cell lysis, which results in inhibition of cell function or death [43,45]. Because of the increasing bacterial resistance against many antibiotics and advances in peptide design and synthesis, there has been a heightened interest in the discovery of new effective antibiotics [46]. Moreover, food-based sources provide potentially cheaper and safer alternatives to chemical antibacterial agents [43]. In our study, the collagen hydrolysates contained several peptides, some of which may be inactive. Acetone fractionation of the most potent hydrolysates (produced with Neutrase and papain) resulted in significantly increased antibacterial activity against four S. species, even at lower concentrations. This indicates that the downstream processing led to the concentration of active peptides in the resulting fraction. Ennaas et al. [12] reported a similar pattern with acetone fractionation of mackerel by-product hydrolysates with antibacterial activity against Gram-positive (L. innocua) and Gram-negative bacteria (E. coli). The increase in antibacterial activity after fractionation with acetone was attributed to the hydrophobic nature of the fractionated peptides. Similarly, Ruangsri et al. [47] reported that acetonitrile fractions extracted from different Atlantic cod (Gadus morhua) tissues had higher antibacterial activity than the aqueous fractions.

Peptides present in the acetone fractions are important candidates for further evaluation as antibacterial agents or for identification of important bioactive structural motifs. Several of the fish collagen peptides obtained with Neutrase (71 peptides) and papain (103 peptides) had arginine (R) and/or histidine (H), and/or lysine (K) residues in their sequences. These cationic amino acid residues, in addition to the presence of hydrophobic domains in sequences of antibacterial peptides (AMPs), contribute to the formation of amphiphilic topology for adherence of the peptides to bacterial membrane [43,48]. Furthermore, identified peptides from both samples revealed the high occurrence of glycine (G) and proline (P) residues, which are common structural characteristics of several AMPs [11,12,49,50]. Previously, a 12-mer collagencin (GLPGPLGPAGPK; f291–302 of Petromyzon marinus collagen, S4R4C5_PETMA) identified in a fraction from Scomber scombrus (Atlantic mackerel) by-product hydrolysate was reported to have antimicrobial activity against six Gram-positive and Gram-negative bacteria, including L. innocua, Lactococcus lactis, Carnobacterium divergens, Staphylococcus aureus, Streptococcus pyogenes, and E. coli [25]. Notably, the C-terminal hexamer fragment of collagencin (GPAGPK) was found in seven peptides in our study, including peptides 13, 14, 18 and 19 released by Neutrase (Table 3) and peptides 19 and 73 released by papain (Table 4). It is likely that these motifs played a role in the antibacterial activity of their respective fractions.

5. Conclusions

In this study, fish skin collagen was hydrolyzed with different commercial enzymes to release peptides possessing potent antibacterial activity. The results demonstrated that the degree of hydrolysis had no significant effect on antibacterial activity. Collagen hydrolysate produced with Neutrase and papain showed the most potent inhibitory activity against Gram-negative bacteria (Salmonella strains), and viable count confirmed the decrease of the cell population. Acetone fractionation significantly enhanced the growth inhibitory activity against four Salmonella strains, providing products with stronger potential for use against food-borne pathogens. Antibacterial peptides not only alter the cytoplasmic membrane but also inhibit intracellular targets such as nucleic acid synthesis, protein synthesis or enzymatic activity. Therefore, the large number of peptide sequences identified in the fractions by shotgun peptidomics suggest further investigation of a potentially multi-targeted approach to the antimicrobial effects. Taken together, this study provided an array of peptide sequences from the fish skin by-products for elucidating molecular mechanisms and further exploration as value-added antimicrobial nutraceutical products against food-borne pathogens.

Acknowledgments

We acknowledge Nico Hüttmann of the Department of Chemistry and Biomolecular Science, University of Ottawa, for technical assistance with LC-MS/MS analysis.

Author Contributions

Conceptualization, M.A., S.M.O., R.H. and C.C.U.; methodology, M.A., Y.A.C., R.H., C.C.U.; validation, M.A., Y.A.C., R.H. and C.C.U.; formal analysis, M.A. and Y.A.C.; investigation, M.A. and Y.A.C.; resources, C.C.U., R.H. and S.M.O.; writing—original draft preparation, M.A.; writing—review and editing, M.A., Y.A.C., R.H., S.M.O., A.M.L., M.E. and C.C.U.; visualization, M.A., Y.A.C. and C.C.U.; supervision, C.C.U., R.H. and S.M.O.; funding acquisition, R.H. and C.C.U. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Natural Sciences and Engineering Research Council of Canada (NSERC), reference numbers RGPIN-2018-06839 (C.C.U.) and RGPIN-2018-06059 (R.H.).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data supporting the findings are available within the article.

Conflicts of Interest

The authors declare no conflict of interest.

Footnotes

Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

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Associated Data

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Data Availability Statement

Data supporting the findings are available within the article.


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