| Literature DB >> 36230344 |
Anna Maria Ogrodowczyk1, Maja Jeż2, Barbara Wróblewska1.
Abstract
(1) Human milk (HM) is a source of many microorganisms, whose structure contains microbial protein (MP). In addition to the known health-promoting properties of HM, many activities, including immunoreactivity, may result from the presence of MP. Cow's milk (CM)-derived MP may be 10 times more abundant than MP derived from HM. (2) Raw cow's milk samples of Holstein and Jersey breeds, commercially available pasteurized milk, and milk from three human donors in the late lactation phase were subjected to chemical and microbiological analyzes. Microorganisms from the milk material were recovered, cultured, and their activities were tested. MPs were extracted and their immunoreactivity was tested with human high IgE pooled sera. The milk types were subjected to simulated digestion. Milk and microbial proteins were identified with LCMS and subjected to an in silico analysis of their activities. Their antioxidant potential was analysed with the DPPH method. (3) The MP of HM shows a stronger IgE and IgG immunoreactivity in the tests with human sera compared to the MP of CM (p = 0.001; p = 0.02, respectively). There were no significant differences between the microbes in the MP of different cattle breeds. The MS-identification and in silico tests of milk and microbial proteins confirmed the presence of MP with immunoreactivity and antioxidant potential. (4) MPs possess a broad bioactive effect, which was determined by an in silico tools. The balance between an MP's individual properties probably determines the raw material's safety, which undoubtedly requires further research.Entities:
Keywords: antioxidant potential; bacterial proteins; bioactive peptides; cow’s milk; human milk; immunoreactivity; late phase of lactation; physiological milk microbiome; simulated digestion
Year: 2022 PMID: 36230344 PMCID: PMC9558504 DOI: 10.3390/ani12192605
Source DB: PubMed Journal: Animals (Basel) ISSN: 2076-2615 Impact factor: 3.231
Figure 1Experimental design.
Chemical composition and functional parameters of milk.
| Parameters/Samples | CM1 | CM2 | CM3 | HM1 | HM2 | HM3 | |
|---|---|---|---|---|---|---|---|
| Proteins [%] | 3.14 ± 0.31a | 3.35 ± 0.33 a | 3.09 ± 0.37 a | 1.12 ± 0.23 b | 1.25 ± 0.1 b | 1.42 ± 0.13 b |
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| Casein [g/100 mL] | 2.51 ± 0.21 b | 3.12 ± 0.13 a | 2.97 ± 0.05 a | 0.43 ± 0.08 c | 0.39 ± 0.08 c | 0.49 ± 0.12 c |
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| Total fat [%] | 3.58 ± 0.12 b | 4.32 ± 0.21a | 2.92 ± 0.11 c | 3.91 ± 0.45 a | 3.6 ± 0.14 b | 4.81 ± 0.28 a | 0.4101 |
| Dry skimmed mass [%] | 9.05 ± 0.28 b | 9.59 ± 0.20 a | 9.04 ± 0.16 b | 7.38 ± 0.48 c | 8.2 ± 0.41c | 8.21 ± 0.29 c |
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| Lactose [%] | 5.29 ± 0.21 b | 5.35 ± 0.29 b | 4.89 ± 0.06 b | 7.28 ± 0.32 a | 7.52 ± 0.39 a | 7.18 ± 0.4 a |
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| Urea [mg/L] * | 197 ± 16.5 a | 158 ± 13.5 b | 135 ± 10.0 d | 124 ± 18.2 e | 148 ± 10.0 c | 136 ± 11.5 d | 0.2671 |
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| Active acidity [°T] | 19.45 ± 0.1a | 18.71 ± 0.14 a | 17.63 ± 0.18 b | 9.81 ± 0.05 c | 8.75 ± 0.12 d | 9.92 ± 0.08 c |
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| Freezing point [°C] * | 0.536 ± 0.05 | 0.535 ± 0.07 | 0.496 ± 0.06 | 0.529 ± 0.06 | 0.526 ± 0.05 | 0.561 ± 0.06 | 0.3995 |
| Somatic cells [×103 cells/mL] | 122 ± 1.19 b | 141 ± 0.95 a | 98 ± 0.78 c | 3.65 ± 1.15 d | 5.17 ± 0.99 d | 4.3 ± 1.19 d |
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Different superscript letters in the rows denote significantly different values of the Duncan (Kruskal–Wallis *) test for particular materials including breeds of cows and human donors. The p-values of the Student’s t-test for comparison of CM vs. HM were considered significantly different at p < 0.05 and are in bold in the last column.
Microbial quantity in initial milk samples.
| Growth of Bacteria (log10 CFU/mL) | Milk Types | ||||||
|---|---|---|---|---|---|---|---|
| CM1 | CM2 | CM3 | HM1 | HM2 | HM3 | ||
| Aerobic mesophilic bacteria | 4.87 ± 0.24 a | 4.64 ± 0.45 a | 2.15 ± 1.02 b | 3.4 ± 0.7 a | 2.97 ± 0.27 b | 2.82 ± 0.75 b | 0.406 |
| Lactobacilli | 0.36 ± 0.09 | 0.48 ± 0.28 | 0.37 ± 0.18 | 0.54 ± 0.28 | 0.39 ± 0.16 | 0.3 ± 0.13 | 0.937 |
| Lactococci | 3.28 ± 0.76 a | 3.37 ± 0.25 a | 1 ± 0.35 c | 2.43 ± 0.42 b | 0.84 ± 0.6 c | 2.08 ± 0.08 b | 0.448 |
| Enterococci * | 0.85 ± 0.05 a | 0.67 ± 0.12 b | 0.47 ± 0.18 c | 0.37 ± 0.06 c | 0.43 ± 0.08 c | 0 | 0.084 |
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| 0.17 ± 0.68 | 0.13 ± 0.58 | 0 | 0 | 0.27 ± 0.28 | 0.28 ± 0.18 | 0.472 |
| Coliform bacteria | 1.11 ± 0.31 a | 1.04 ± 0.07 a | 0.87 ± 0.07 a | 0.72 ± 0.2 a | 0.72 ± 0.3 a | 0.52 ± 0.2 b |
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| 0.16 ± 0.17 | 0.18 ± 0.03 | 0 | 0 | 0.13 ± 0.05 a | 0 | 0.383 |
| Sulfite reducing clostridia * | 0.84 ± 0.14 a | 0.74 ± 0.25 a | 0.33 ± 0.59 a | 0.33 ± 0.21 b | 0.43 ± 0.75 a | 0 | 0.132 |
| Yeast * | 0.56 ± 0.24 a | 0.72 ± 0.12 a | 0.13 ± 0.08 b | 0 | 0.13 ± 0.18 b | 0.17 ± 0.68 a | 0.114 |
Different superscript letters in the rows denote significantly different values of the Duncan (Kruskal–Wallis *) test for particular materials including breeds of cows and human donors. The p-values of the Student’s t-test for comparison. CM vs. HM were considered significantly different at p < 0.05 and are bolded in the last column.
Figure 2Metabolic activity of microorganisms after their direct isolation from milk samples: (a) percentage of microbial cells in various states after their recovery from milk samples; (b) exemplary dot blot with gating, including the pentagonal gate marked where the calibration bits for the cytometer are located. Different letters denote significant difference with respect to the Duncan test; p < 0.05 values for metabolic activity (grey + white bars) of microorganisms isolated from different materials.
Figure 3The composition of initial milk material isolated microorganisms (a) and microbial cultures (b). Different letters denote significant difference with respect to Duncan test, and p < 0.05 values for the proportion of microorganisms represent the compositions from different materials.
Figure 4The in vitro determination of bacterial proteins’ immunoreactivity tested with human allergic serum. (a) SDS PAGE separation of bacterial proteins’ isolates; (b) IgG-immunoreactivity with IRDye® 800 CW; (c) IgE-immunoreactivity with IRDye® 680 RD; (d) Signal of immunoreactive bands normalized for each lane by deriving the ratio of the signals of the total protein in each lane. MW—molecular weight marker; CM1-CM3—proteins of bacteria isolated from cultures based on cows’ milk microbial isolates; HM1-HM3—proteins of bacteria isolated from cultures based on human milk microbial isolates. Asterisks denote significant difference with respect to the Duncan test values of immunoreactivity for the proteins isolated from microorganisms from different milk types.
Microbial proteins identified by LC-MS/MS analysis in milk sample digests.
| Protein Name | Accession a | Score b | Mass c | Matches d | emPAI e | Protein Sequence Coverage f | Host Organism |
|---|---|---|---|---|---|---|---|
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| Carboxylate-amine ligase | A0A0E2MAL2 | 278 | 51,305 | 40 | 0.09 | 9 |
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| Lipid kinase | D8FRG9 | 262 | 37,442 | 15 | 0.36 | 15 |
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| Transcriptional regulator | Q9CHX7 | 243 | 16,252 | 10 | 0.29 | 8 |
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| 2,3-bisphosphoglycerate-dependent phosphoglycerate mutase | A0A0L0RK75 | 134 | 25,938 | 11 | 0.62 | 12 |
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| Endo-1,4-beta-xylanase | Q9CIS3 | 107 | 41,689 | 10 | 0.25 | 13 |
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| Pyruvate kinase | C2JX14 | 63 | 62,809 | 4 | 0.22 | 5 |
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| Chaperone protein DnaK | B3WEQ7 | 57 | 67,523 | 5 | 0.21 | 4 |
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| Putative Molybdenum transport system protein | L8JA30 | 57 | 30,581 | 7 | 0.15 | 6 |
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| Cell division protein | S6AB11 | 57 | 33,270 | 4 | 0.23 | 12 |
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| ABC transporter | C2JYM1 | 56 | 66,162 | 4 | 0.29 | 5 |
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| DNA damage-inducible protein | A0A0F8UZN5 | 52 | 47,252 | 2 | 0.09 | 5 |
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| Arginine exporter protein | K8X559 | 46 | 22,849 | 3 | 0.20 | 8 |
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| Acetyl-coenzyme A | Q1GAF3 | 45 | 31,531 | 3 | 0.14 | 6 |
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| Uncharacterized protein | F2NFM8 | 44 | 44,515 | 2 | 0.10 | 5 |
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| Elongation factor Tu | A0A1X9TWP9 | 44 | 43,330 | 2 | 0.10 | 5 |
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| Uncharacterized protein | Q9CFV8 | 44 | 12,459 | 2 | 0.39 | 9 |
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| Enolase | D8FPZ1 | 44 | 46,282 | 2 | 0.20 | 4 |
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| ABC transporter ABC binding and permease protein | Q9CG37 | 155 | 68,327 | 11 | 0.11 | 6 |
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| Beta-lactamase domain protein | B9XAB6 | 102 | 50,319 | 15 | 0.09 | 7 |
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| Uncharacterized protein | C4QZG1 | 78 | 7216 | 2 | 0.75 | 17 |
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| Acyl_transf_3 domain-containing protein | R6MBA2 | 76 | 44,535 | 2 | 0.10 | 9 |
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| Cyclopropane-fatty-acyl-phospholipid synthase | Q1G9E5 | 68 | 45,321 | 6 | 0.10 | 8 |
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| Pyridine nucleotide-disulfide oxidoreductase class-II | A0A0D9MGW0 | 60 | 36,403 | 2 | 0.12 | 10 |
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| ABC transporter related | R7QYF5 | 57 | 29,417 | 4 | 0.15 | 13 |
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| Thymidylate kinase | Q9CIG4 | 55 | 23,984 | 2 | 0.38 | 8 |
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| Glyceraldehyde 3-phosphate dehydrogenase | K2HVL5 | 52 | 37,976 | 6 | 0.18 | 11 |
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| ABC transporter protein | E3VVN9 | 50 | 80,255 | 5 | 0.11 | 2 |
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| Elongation factor G | Q1GBM0 | 50 | 76,506 | 4 | 0.12 | 4 |
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| Enolase | D8FPZ1 | 49 | 46,282 | 12 | 0.80 | 13 |
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| Carboxylate-amine ligase | A0A0U3CLC8 | 47 | 48,369 | 2 | 0.19 | 3 |
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| 60 kDa chaperonin | A0A0E3CQW5 | 46 | 57,357 | 3 | 0.16 | 3 |
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| UPF0756 membrane protein | B3WE66 | 45 | 15,858 | 2 | 0.69 | 10 |
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| 30S ribosomal protein S1 | Q1GAK0 | 44 | 44,211 | 3 | 0.21 | 5 |
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| Lipoprotein | K0MV23 | 44 | 30,417 | 2 | 0.15 | 2 |
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a UniProt/Trembl database accession number. b The protein score derived from the ion scores of MS/MS report based on the calculated probability; when the significance threshold was chosen to be 0.05, the score’s cut-off was 43. c Monoisotopic mass expressed in daltons (Da). d Number of significant peptide matches. e The Exponentially Modified Protein Abundance Index (emPAI). f Coverage expressed in % of amino acids in a specific protein sequence that was found in significant peptide matches.
Figure 5The antioxidant capacities of dairy materials and their digests. Presented as IC50 antioxidant activity for the different initial milk materials (a) and for different digests (b). Asterisks denote values significant difference with respect to Duncan test at * p < 0.05, ** p < 0.01, *** p < 0.001, or **** p < 0.0001.
The in silico analysis of properties of microbial proteins identified in milk types. (A) In cow’s milk (CM); (B) In human milk (HM).
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| Protein Name | Accession Number a | Allergenicity b | Proinflamatory Response c | Immunoglobulin Induction d | IL10 Inducers e | Bioactivity f | |||||||
| Anti-Inflammatory | Antioxidative | Antibacterial | Immuno- Modulating | Immuno- Stimulating | Regulating | Neuropeptides | |||||||
| Microbial proteins from CM samples | |||||||||||||
| Carboxylate-amine ligase | A0A0E2MAL2 | no matches | 214/1.52 | - | 1.36 | 0.0045 | 0.0839 | - | 0.0068 | - | 0.0091 | 0.0023 | |
| Lipid kinase | C2JW45 | 28.8% identity (63.0% similar) with allergen Lat c 1; E = 0.062 | 152/1.46 | IgG-1.365 | 1.28 | 0.0029 | 0.0698 | - | 0.0087 | - | - | 0.0116 | |
| Transcriptional regulator | Q9CHX7 | 29.0% identity with allergen Alt a 15.0101; E = 1.3 | 109/1.64 | IgG-1.059 | 1.73 | - | 0.1167 | - | - | - | 0.0333 | 0.0167 | |
| 2,3-bisphosphoglycerate-dependent phosphoglycerate mutase | C2JZH4 | 31% identity with Clo bo Toxin; E = 0.57 | 98/1.44 | IgG-0.944; IgE-1.167 | 1.28 | 0.0087 | 0.0873 | - | 0.0087 | - | - | 0.0087 | |
| Endo-1,4-beta-xylanase | Q9CIS3 | 26.4% identity (63.2% similar) with allergen Sus s Laminin; E = 0.68 | 168/1.44 | IgG-1.287; IgA-1.356 | 1.26 | - | 0.1167 | - | - | - | - | - | |
| Pyruvate kinase | C2JX14 | 41.9% identity (73.8% similar) with allergen Pan h 9; E < 1 ×10−7 | 266/2.11 | IgG-1.182; IgA-1.114 | 0.96 | - | 0.0391 | - | 0.0017 | 0.0017 | 0.0119 | 0.0068 | |
| Chaperone protein DnaK | B3WEQ7 | 53.0% identity (85% similar) with allergen Tri a 33.0101; E < 1 ×10−7 | 309/204 | IgG-1.359; IgA-0.998 | 0.72 | 0.0032 | 0.0689 | - | 0.0016 | 0.0016 | 0.0112 | 0.0032 | |
| Putative Molybdenum transport system protein | L8JA30 | no matches | 130/1.28 | IgG-1.180 | 1.03 | 0.0036 | 0.0427 | - | - | 0.0036 | 0.0071 | 0.0071 | |
| Cell division protein | S6AB11 | no matches | 171/1.68 | IgG-1.091; IgA-0.977 | 1.55 | - | 0.0596 | - | - | - | 0.0265 | - | |
| ABC transporter | C2JYM1 | no matches | 299/1.69 | IgG-1.458; IgA-0.946 | 1.40 | 0.0034 | 0.0604 | 0.0167 | 0.0017 | - | 0.0134 | 0.0168 | |
| NMD3 family protein | A0A0N8HZU5 | 25.7% identity (52.5% similar) with allergen Tyr p 2.0101; E = 0.17 | 58/1.13 | IgG-1.148; IgA-0.996 | 0.80 | - | 0.0568 | - | - | - | 0.0108 | 0.0081 | |
| DNA damage-inducible protein | A0A0F8UZN5 | 41.3% identity (60.9% similar) with allergen Alt a 7; E = 0.1 | 204/1.35 | IgG-1.291 | 1.05 | 0.0023 | 0.0508 | - | 0.0046 | 0.0046 | 0.0185 | 0.0023 | |
| Ragulator complex protein | A0A0P7YKP3 | no matches | 22/1.13 | IgG-1.599 | 1.38 | - | 0.0696 | - | - | - | 0.0087 | 0.0174 | |
| Arginine exporter protein | K8X559 | no matches | 72/1.11 | IgG-1.211 | 1.05 | - | 0.0878 | - | 0.0878 | 0.0049 | 0.0146 | 0.0195 | |
| Acetyl-coenzyme A | Q1GAF3 | 28.0% identity (60.0% similar) with allergen Pen m 2; E = 0.66 | 125/1.38 | IgG-1.345; | 1.23 | - | 0.0567 | - | 0.0106 | 0.0035 | 0.0106 | 0.0106 | |
| Uncharacterized protein | F2NFM8 | 44.7% identity (57.9% similar) with Art v 1-like protein; E = 0.4 | 113/1.28 | IgG-1.292; IgA-1.181 | 1.34 | 0.0050 | 0.0723 | - | - | - | 0.0249 | 0.015 | |
| Elongation factor Tu | A0A1X9TWP9 | 26.0% identity with allergen Der p 1; E = 2.3 | 139/1.43 | IgG-1.226; IgE-1.152; IgA- 1.111 | 1.21 | 0.0051 | 0.0530 | - | 0.0025 | - | 0.0202 | - | |
| Uncharacterized protein | Q9CFV8 | 26.7% identity (55.8% similar) with allergen Gly m 6.0501; E = 0.95 | 1/0.71 | IgG- 1.235 | 1.65 | - | 0.0500 | - | - | 0.0167 | 0.0167 | 0.0167 | |
| Enolase | D8FPZ1 | 50.2% identity (76.3% similar) with allergen Rho m 1; E < 1 ×10−7; score 0.75 | 155/1.21 | IgG-1.105; IgA-0.988 | 1.03 | - | - | - | - | - | - | - | |
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| ABC transporter ABC binding and permease protein | Q9CG37 | no matches | 292/1.7 | IgG-1.314 | 1.5 | - | 0.1833 | - | 0.0167 | - | 0.0167 | - | |
| Beta-lactamase domain protein | B9XAB6 | 26.0% identity with allergen Eur m 4.0101; E = 1.3 | 186/1.25 | IgG-1.356; IgE-0.941; IgA-1.096 | 1.54 | 0.0022 | 0.0714 | - | - | 0.0022 | 0.0325 | 0.0087 | |
| Acyl_transf_3 domain-containing protein | R6MBA2 | 27.0% identity with allergen Can f 7; E = 0.91 | 210/1.36 | IgG-1.292 | 1.52 | 0.0104 | 0.1013 | - | 0.0026 | - | 0.0208 | 0.0208 | |
| Cyclopropane-fatty-acyl-phospholipid synthase | Q1G9E5 | no matches | 184/1.55 | IgG-1.286; IgA-1.262 | 1.25 | 0.0102 | 0.0738 | - | 0.0051 | - | 0.0153 | 0.0102 | |
| Pyridine nucleotide-disulfide oxidoreductase class-II | A0A0D9MGW0 | 38.0% identity with putative allergen Ory s 3; E = 1.3 | 108/1.22 | IgG-1.787 | 0.93 | - | 0.0950 | - | 0.0059 | - | 0.0148 | 0.0178 | |
| ABC transporter related | R7QYF5 | no matches | 104/1.48 | IgG-1.304 | 1.44 | - | 0.1541 | - | - | - | 0.0077 | 0.0154 | |
| Thymidylate kinase | Q9CIG4 | no matches | 58/1.23 | IgG-1.324; IgE-1.049 | 1.13 | - | 0.0333 | - | - | - | 0.0500 | - | |
| Glyceraldehyde 3-phosphate dehydrogenase | K2HVL5 | 41.4% identity (71.7% similar) with allergen Tri a 34.0101; E < 1 ×10−7 | 101/1.52 | IgG-1.252; IgA-1.257 | 0.83 | 0.0667 | - | - | - | - | 0.0333 | ||
| ABC transporter protein | E3VVN9 | no matches | 328/1.64 | IgG-1.197; IgE-0.951; IgA-1.054 | 1.27 | 0.0028 | 0.1723 | - | 0.0028 | 0.0014 | 0.0153 | 0.0111 | |
| Elongation factor G | Q1GBM0 | 24.4% identity (52.6% similar) with allergen Phl p 5; E = 0.67; score 0.21 | 234/1.87 | IgG-1.495; IgA-1.246 | 1.18 | 0.0029 | 0.0533 | - | 0.0029 | 0.0029 | 0.0130 | 0.0101 | |
| Enolase | D8FPZ1 | 50.2% identity (76.3% similar) with allergen Rho m 1; E < 1 ×10−7; score 0.75 | 155//1.2 | IgG-1.105; IgA-0.988 | 1.03 | - | - | - | - | - | - | - | |
| Carboxylate-amine ligase | A0A0U3CLC8 | 31.6% identity (55.7% similar) with alergen Fel d 3; E = 0.59; score: 0.87 | 200/1.86 | IgG- 1.281; IgE-1.296 | 1.26 | 0.0048 | 0.0692 | - | 0.0072 | - | 0.0167 | 0.0095 | |
| 60 kDa chaperonin (Chaperonin GroEL) | A0A0E3CQW5 | 26.5% identity (57.6% similar) with alergen Cra g 1.0102; E < 1 ×10−3; score: 0.88 | 212/1.73 | IgG-1.237; IgE-0.972; IgA-1.184 | 0.78 | 0.0074 | 0.0423 | 0.0167 | 0.0018 | - | 0.0037 | 0.0037 | |
| UPF0756 membrane protein | B3WE66 | 44.0% identity with allergen Bla g 1; E = 0.13 | 108/1.45 | IgA-1.048 | 1.48 | 0.0327 | - | - | - | 0.0196 | - | ||
| 30S ribosomal protein S1 | Q1GAK0 | no matches; score:0.77 to putative allergenes | 83/1.27 | IgG-1.265; IgE-0.906; IgA-0.958 | 1.08 | 0.0025 | 0.0524 | - | - | 0.0025 | 0.0175 | 0.0125 | |
| Lipoprotein | K0MV23 | no matchess; core: 0.71 to putative allergenes | 133/1.83 | IgG-1.045; IgA-1.096 | 1.09 | 0.1055 | - | - | - | 0.0145 | - | ||
a UniProt/Trembl database accession number. b Allergenicity of proteins estimated using Allergen Online database (http://www.allergenonline.org; last update 14 February 2021) using the Full FASTA 36 search algorithm (E-value Cutoff = 1) and with Allergome database (http://www.allergome.org; last update 10 June 2022) using the NCBI blastp algorithm with E-value Cutoff = 1 (cross-reactivity is not likely for proteins with less than 50% identity and similarity and E < 1 × 10−4 but for >70% over the entire protein sequence, and E < 1 × 10−7 is likely). The Hybrid score for the proteins with the identity to the allergenic sequence based on AlgPred 2.0 web server (https://webs.iiitd.edu.in/raghava/algpred/; last update 17 November 2020) was also provided. c Hypothetical proinflammatory activity of proteins predicted based on browser ProInflam (http://metagenomics.iiserb.ac.in/proinflam/) (accessed on 1 June 2022) with default settings window length—20 and threshold values—0.7. Values presented as a number of peptides showing inducer potential/score for the strongest inducer. d The score value of the potential of antibody-specific B-cell epitopes estimated using IgPred web server (https://webs.iiitd.edu.in/raghava/igpred/) (accessed on 31 March 2021) with default settings window length—20 and threshold values—0.9 which scans a protein to identify IgG-, IgA- or IgE- specific B-cell epitopes. e Hypothetical regulatory activity through ability to induce secretion of IL-10 tested with IL10Pred tool (https://webs.iiitd.edu.in/raghava/il10pred/) (accessed on 31 March 2021) with default settings of window length—9 and threshold values—0.7. Values presented as a score for the strongest inducer. f Bioactivity of proteins was tested with the BIOPEP tool (https://biochemia.uwm.edu.pl/biopep-uwm/) (accessed on 1 June 2022). Results presented as the A score calculated as the frequency of bioactive fragments occurrence in a protein sequence.