Fingerprinting of Proteases, Protease Inhibitors and Indigenous Peptides in Human Milk
Abstract
:1. Introduction
2. Materials and Methods
2.1. Human Milk Samples
2.2. Sample Preparation of the Human Milk Proteome and Peptidome
2.3. Trypsinization of Intact Proteins in the Proteome
2.4. Desalting and Sample Cleaning of Trypsinated Proteome and Peptidome
2.5. Analyzing the Proteome and the Peptidome with the nLC-MS/MS timsTOF Pro II
2.6. Spectral Data Searching Using FragPipe
2.7. Post-Processing of the FragPipe Data
2.8. Extracting Proteases, Peptidases and Protease Inhibitors from the Proteome, and Cleavage Sites from the Peptidome
2.9. Bioactive Peptides
2.10. Statistics
3. Results
3.1. Most Abundant Human Milk Proteins in the Proteome and Peptidome
3.2. Proteases Identified and Quantified in the Human Milk Proteome
3.3. Using the Relative Abundance of Peptides to Calculate the Activation Degree of Proteases
3.4. Determining Protease Activity Based on the Relative Abundance of Their Ascribed Cleavage Products
3.5. Protease Inhibitors Identified and Quantified in the Human Milk Proteome
3.6. Preferred Cleavage Sites in Human Milk Proteins by the Indigenous Proteases
Enzyme Activity on the Caseins and Whey Proteins
3.7. Bioactive Peptides
4. Discussion
4.1. Identification and Abundance of Proteins and Peptides in the HM Proteome and Peptidome
4.2. Abundancies of Different Protease Systems in Human Milk
4.3. Abundance of Different Protease Inhibitors in Human Milk
4.4. Selective Hydrolysis and Preferred Cleavage Site Motifs in Human Milk
4.5. Bioactive Peptides
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Time | Month 1 | Month 3 | p-Value | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Donor | 1 | 2 | 3 | 4 | 5 | 6 | Average | 1 | 2 | 3 | 4 | 5 | 6 | Average | |
Proteins identified | |||||||||||||||
Proteome | 1996 | 1697 | 1350 | 2001 | 1601 | 2772 | 1903 ± 445 | 2137 | 1755 | 1550 | 1324 | 1623 | 2262 | 1775 ± 328 | 0.62 |
Peptidome | 302 | 445 | 307 | 292 | 315 | 294 | 326 ± 54 | 60 | 306 | 351 | 319 | 274 | 306 | 269 ± 96 | 0.29 |
Unique proteins 1 | 2132 | 1973 | 1516 | 2160 | 1771 | 2889 | 2074 ± 426 | 2164 | 1904 | 1761 | 1486 | 1750 | 2390 | 1909 ± 295 | 0.50 |
Overlap 2 | 166 | 169 | 141 | 133 | 145 | 177 | 155 ± 16 | 33 | 157 | 140 | 157 | 147 | 178 | 135 ± 47 | 0.41 |
Overlap in% of unique 3 | 7.79 | 8.57 | 9.30 | 6.16 | 8.19 | 6.13 | 7.69 ± 1.18 | 1.52 | 8.25 | 7.95 | 10.57 | 8.40 | 7.45 | 7.36 ± 2.79 | 0.81 |
Peptidome in% of unique 4 | 14.17 | 22.55 | 20.25 | 13.52 | 17.79 | 10.18 | 16.41 ± 4.22 | 2.77 | 16.07 | 19.93 | 21.47 | 15.66 | 12.80 | 13.35 ± 6.20 | 0.64 |
Peptides identified | |||||||||||||||
Proteome | 13,065 | 10,424 | 6848 | 12,490 | 8978 | 18,396 | 11,700 ± 3649 | 14,127 | 9693 | 8808 | 7775 | 11,036 | 16,255 | 11,282 ± 2995 | 0.85 |
Peptidome | 2464 | 5039 | 2603 | 4295 | 2747 | 4316 | 3577 ± 1006 | 208 | 2560 | 4627 | 2868 | 1830 | 3355 | 2575 ± 1358 | 0.22 |
Unique peptides 1 | 15,479 | 15,402 | 9380 | 16,719 | 11,687 | 22,640 | 15,218 ± 4163 | 14,334 | 12,164 | 13,403 | 10,553 | 12,828 | 19,525 | 13,801 ± 2810 | 0.54 |
Overlap 2 | 60 | 72 | 82 | 75 | 45 | 80 | 69 ± 13 | 7 | 100 | 39 | 99 | 44 | 95 | 64 ± 36 | 0.78 |
Overlap in% of unique 3 | 0.39 | 0.47 | 0.87 | 0.45 | 0.39 | 0.35 | 0.49 ± 0.18 | 0.05 | 0.82 | 0.29 | 0.94 | 0.34 | 0.49 | 0.49 ± 0.31 | 0.99 |
Peptidome in% of unique 4 | 15.92 | 32.72 | 27.75 | 25.69 | 23.50 | 19.06 | 24.11 ± 5.52 | 1.45 | 21.05 | 34.52 | 27.18 | 14.27 | 17.18 | 19.92 ± 10.67 | 0.39 |
Protein ID 1 | Gene Name | Protease | Average ± St.dev 2 (%) | Type 1 | Class 1 |
---|---|---|---|---|---|
Q96KP4 | CNDP2 | Cytosolic non-specific dipeptidase | 0.18 ± 0.09 | D | M |
P00751 | CFB | Complement factor B | 0.07 ± 0.05 | P | S |
P07339 | CTSD | Cathepsin D | 0.05 ± 0.07 | P | A |
Q92876 | KLK6 | Kallikrein-6 | 0.05 ± 0.03 | P | S |
P00747 | PLG | Plasminogen | 0.03 ± 0.02 | P | S |
P09960 | LTA4H | Leukotriene | 0.03 ± 0.02 | A | M |
P00734 | F2 | Prothrombin | 0.03 ± 0.02 | P | S |
Q9NZ08 | ERAP1 | Endoplasmic reticulum aminopeptidase 1 | 0.03 ± 0.02 | A | M |
P07858 | CTSB | Cathepsin B | 0.02 ± 0.02 | C, D, P 3 | T |
P53634 | CTSC | Dipeptidyl peptidase 1 | 0.02 ± 0.01 | A | T |
Q99538 | LGMN | Legumain | 0.02 ± 0.01 | P | T |
P25774 | CTSS | Cathepsin S | 0.02 ± 0.01 | P | T |
P55786 | NPEPPS | Puromycin-sensitive aminopeptidase | 0.01 ± 0.01 | A | M |
Q9BYF1 | ACE2 | Angiotensin-converting enzyme 2 | 0.01 ± 0.01 | C, P | M |
O60259 | KLK8 | Kallikrein-8 | 0.01 ± 0.01 | P | S |
Q16651 | PRSS8 | Prostasin | 0.01 ± 0.01 | P | S |
Q9H4A4 | RNPEP | Aminopeptidase B | 0.01 ± 4.47 × 10−3 | A | M |
Q9UHL4 | DPP7 | Dipeptidyl peptidase 2 | 0.01 ± 0.01 | A | S |
Q9NY33 | DPP3 | Dipeptidyl peptidase 3 | 0.01 ± 0.01 | A | M |
P15144 | ANPEP | Aminopeptidase N | 0.01 ± 0.01 | A | M |
P06681 | C2 | Complement C2 | 0.01 ± 0.01 | P | S |
Q66K79 | CPZ | Carboxypeptidase Z | 0.01 ± 0.01 | C | M |
Q04609 | FOLH1 | Glutamate carboxypeptidase 2 | 0.01 ± 4.23 × 10−3 | C | M |
P09237 | MMP7 | Matrilysin | 0.01 ± 0.01 | P | M |
P48147 | PREP | Prolyl endopeptidase | 0.01 ± 0.01 | P | S |
Q9NQW7 | XPNPEP1 | Xaa-Pro aminopeptidase 1 | 0.01 ± 3.57 × 10−3 | A | M |
P10619 | CTSA | Lysosomal protective protein | 0.01 ± 4.56 × 10−3 | C, P | S |
P29122 | PCSK6 | Proprotein convertase subtilisin/kexin type 6 | <0.01 | P | S |
Q96FW1 | OTUB1 | Ubiquitin thioesterase OTUB1 | <0.01 | P | T |
P00736 | C1R | Complement C1r subcomponent | <0.01 | P | S |
P42574 | CASP3 | Caspase-3 | <0.01 | P | T |
Q9Y5Y6 | ST14 | Suppressor of tumorigenicity 14 protein | <0.01 | P | S |
P55212 | CASP6 | Caspase-6 | <0.01 | P | T |
Q9ULA0 | DNPEP | Aspartyl aminopeptidase | <0.01 | A | M |
P13497 | BMP1 | Bone morphogenetic protein 1 | <0.01 | P | M |
Q96IY4 | CPB2 | Carboxypeptidase B2 | <0.01 | C | M |
P03952 | KLKB1 | Plasma kallikrein | <0.01 | P | S |
P42785 | PRCP | Lysosomal Pro-X carboxypeptidase | <0.01 | C | S |
P00746 | CFD | Complement factor D | <0.01 | P | S |
Protein ID 1 | Gene | Inhibitor Name | Average ± St.dev. (in%) | Class of Protease Inhibitor |
---|---|---|---|---|
P29622 | SERPINA4 | Kallistatin | 1.39 ± 2.23 | S |
P01011 | SERPINA3 | α-1-antichymotrypsin | 0.54 ± 0.47 | S |
P01009 | SERPINA1 | α-1-antitrypsin | 0.40 ± 0,12 | S |
P01034 | CST3 | Cystatin-C | 0.19 ± 0.07 | T |
P01033 | TIMP1 | Metalloproteinase inhibitor 1 | 0.11 ± 0.05 | M |
P01042 | KNG1 | Kininogen-1 | 0.10 ± 0.03 | T |
P01008 | SERPINC1 | Antithrombin-III | 0.06 ± 0.04 | S |
P05155 | SERPING1 | Plasma protease C1 inhibitor | 0.05 ± 0.02 | S |
P01023 | A2M | α-2-macroglobulin | 0.04 ± 0.02 | S, T, M 2 |
P08697 | SERPINF2 | α-2-antiplasmin | 0.04 ± 0.01 | S |
P05067 | APP | Amyloid-beta precursor protein | 0.02 ± 0.02 | S |
P30086 | PEBP1 | Phosphatidylethanolamine-binding protein 1 | 0.02 ± 0.02 | S |
P02760 | AMBP | Protein AMBP | 0.02 ± 0.01 | S |
P04080 | CSTB | Cystatin-B | 0.02 ± 0.01 | T |
P19827 | ITIH1 | Inter- α -trypsin inhibitor heavy chain H1 | 0.01 ± 0.02 | S |
P35237 | SERPINB6 | Serpin B6 | 0.01 ± 0.01 | S |
P19823 | ITIH2 | Inter- α -trypsin inhibitor heavy chain H2 | 0.01 ± 0.01 | S |
Q99727 | TIMP4 | Metalloproteinase inhibitor 4 | 0.01 ± 7.89 × 10−3 | M |
P05546 | SERPIND1 | Heparin cofactor 2 | 0.01 ± 6.68 × 10−3 | S |
Q14508 | WFDC2 | WAP four-disulfide core domain protein 2 | 0.01 ± 8.06 × 10−3 | S, T |
P30740 | SERPINB1 | Leukocyte elastase inhibitor | <0.01 | S |
Q99574 | SERPINI1 | Neuroserpin | <0.01 | S |
Q06481 | APLP2 | Amyloid-beta precursor-like protein 2 | <0.01 | S |
P20810 | CAST | Calpastatin | <0.01 | T |
P05154 | SERPINA5 | Plasma serine protease inhibitor | <0.01 | S |
O95980 | RECK | Reversion-inducing cysteine-rich protein with Kazal motifs | <0.01 | S |
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Thesbjerg, M.N.; Nielsen, S.D.-H.; Sundekilde, U.K.; Poulsen, N.A.; Larsen, L.B. Fingerprinting of Proteases, Protease Inhibitors and Indigenous Peptides in Human Milk. Nutrients 2023, 15, 4169. https://doi.org/10.3390/nu15194169
Thesbjerg MN, Nielsen SD-H, Sundekilde UK, Poulsen NA, Larsen LB. Fingerprinting of Proteases, Protease Inhibitors and Indigenous Peptides in Human Milk. Nutrients. 2023; 15(19):4169. https://doi.org/10.3390/nu15194169
Chicago/Turabian StyleThesbjerg, Martin Nørmark, Søren Drud-Heydary Nielsen, Ulrik Kræmer Sundekilde, Nina Aagaard Poulsen, and Lotte Bach Larsen. 2023. "Fingerprinting of Proteases, Protease Inhibitors and Indigenous Peptides in Human Milk" Nutrients 15, no. 19: 4169. https://doi.org/10.3390/nu15194169
APA StyleThesbjerg, M. N., Nielsen, S. D. -H., Sundekilde, U. K., Poulsen, N. A., & Larsen, L. B. (2023). Fingerprinting of Proteases, Protease Inhibitors and Indigenous Peptides in Human Milk. Nutrients, 15(19), 4169. https://doi.org/10.3390/nu15194169