| Literature DB >> 30489082 |
Jing Zhu1,2, Luc Garrigues1,2, Henk Van den Toorn1,2, Bernd Stahl3, Albert J R Heck1,2.
Abstract
The question whether and which nonhuman peptides or proteins are present in human milk was raised many decades ago. However, due to cross-reactivity or nonspecific antibody recognition, the accuracy of detection by immunochemical methods has been a concern. Additionally, the relative low-abundance of nonhuman peptides/proteins in the complex milk sample makes them a challenging target to detect. Here, by deep proteome profiling, we detected several nonhuman peptides, which could be grouped as nonhuman proteins. We next estimated their concentration in human milk by combining data-dependent shotgun proteomics and parallel reaction monitoring. First, we fractionated human milk at the protein level and were able to detect 1577 human proteins. Additionally, we identified 109 nonhuman peptides, of which 71 were grouped into 36 nonhuman proteins. In the next step, we targeted 37 nonhuman peptides and nine of them could be repeatedly quantified in human milk samples. Peptides/proteins originating from bovine milk products were the dominant nonhuman proteins observed, notably bovine caseins (α-S1-, α-S2-, β-, κ-caseins) and β-lactoglobulin. The method we present here can be expanded to investigate more about nonhuman peptides and proteins in human milk and give a better understanding of how human milk plays a role in allergy prevention.Entities:
Keywords: human milk; mass spectrometry; nonhuman peptides; nonhuman proteins; parallel reaction monitoring; shotgun proteomics
Mesh:
Substances:
Year: 2018 PMID: 30489082 PMCID: PMC6326037 DOI: 10.1021/acs.jproteome.8b00550
Source DB: PubMed Journal: J Proteome Res ISSN: 1535-3893 Impact factor: 4.466
Figure 1Schematic overview of the discovery and quantification workflow for the human milk proteome and nonhuman peptides present in human milk. Milk samples from six donors were assessed as skimmed milk; each sample was divided into four aliquots. From here, the workflow is composed of two parts: In the discovery part, accounting for one aliquot per donor, proteins were first prefractionated by 1D gel electrophoresis, then digested into peptides, and then analyzed and identified by data-dependent shotgun LC-MS/MS. Human and nonhuman proteins/peptides were identified by a two-step database search (see Materials and Methods section). In the quantification part, from the remaining three aliquots per donor, individual nonhuman peptides were quantified using parallel reaction monitoring (PRM) implementing stable isotope heavy peptide standards and PRTC peptides; peptide retention time calibration mixture.
Figure 2Illustrative matches of nonhuman peptide sequences to the MS/MS spectrum. Examples of manual checking the matches to the MS/MS spectrum from the Mascot server. (A) The MS/MS spectrum was matched to the nonhuman peptide “FFVAPFPEVFGK” (ion score 46.5, rank 1, precursor mass 1383.7227), the rank 2 matched peptide “YSIRDGSGVGVFK” (ion score 0.2, precursor mass 1383.7147) from human protocadherin fat 1 was substantially less confident, verifying that the rank 1 sequence was correctly matched to this spectrum. (B) Nonhuman peptide “KINDYVEK” (ion score 32.2, rank 1, precursor mass 1007.5287) and human peptide “QINDYVEK” (ion score 32.2, rank 2, precursor mass 1007.4924) both matched equally well to one spectrum. Moreover, the fragmentation spectra did not allow us to distinguish one from another. We removed therefore the first sequence out of the list of nonhuman peptides.
Overview of All Unique Nonhuman Peptides Observed in Human Milk
| annotated sequence | # PSMs | protein names | accessions | organisms | ions score | found in 6 samples |
|---|---|---|---|---|---|---|
| [R].FFVAPFPEVFGKEK.[V] | 110 | Alpha-S1-casein | P02662 | 53 | 6 | |
| [K].HIQKEDVPSER.[Y] | 69 | Alpha-S1-casein | P02662 | 67 | 6 | |
| [K].HPIKHQGLPQEVLNENLLR.[F] | 41 | Alpha-S1-casein | P02662 | 75 | 6 | |
| [K].HQGLPQEVLNENLLR.[F] | 28 | Alpha-S1-casein | P02662 | 62 | 6 | |
| [K].EGIHAQQKEP | 26 | Alpha-S1-casein | P02662 | 52 | 6 | |
| [K].EKVNELSK.[D] | 19 | Alpha-S1-casein | P02662 | 39 | 6 | |
| [R].FFVAPFPEVFGK.[E] | 12 | Alpha-S1-casein | P02662 | 47 | 6 | |
| [R].LHSMKEGIHAQQK.[E] | 8 | Alpha-S1-casein | P02662 | 55 | 6 | |
| [K].EGIHAQQKEPMIGVNQELAYFYPELFR.[Q] | 6 | Alpha-S1-casein | P02662 | 58 | 6 | |
| [R].YLGYLEQLLR.[L] | 104 | Alpha-S1-casein | 66 | 6 | ||
| [K].EDVPSER.[Y] | 19 | Alpha-S1-casein | 36 | 6 | ||
| [K].TTMPLW.[-] | 19 | Alpha-S1-casein | 33 | 6 | ||
| [K].TT | 8 | Alpha-S1-casein | 35 | 6 | ||
| [K].FALPQYLK.[T] | 57 | Alpha-S2-casein | P02663 | 36 | 6 | |
| [R].NAVPITPTLNR.[E] | 29 | Alpha-S2-casein | P02663 | 50 | 6 | |
| [K].AMKPWIQPK.[T] | 20 | Alpha-S2-casein | P02663 | 32 | 6 | |
| [K].TKVIPYVR.[Y] | 16 | Alpha-S2-casein | P02663 | 40 | 6 | |
| [K].A | 2 | Alpha-S2-casein | P02663 | 28 | 6 | |
| [K].TKVIPYVRYL.[-] | 1 | Alpha-S2-casein | P02663 | 30 | 5 | |
| [K].ITVDDKHYQK.[A] | 18 | Alpha-S2-casein | 53 | 6 | ||
| [K].ALNEINQFYQK.[F] | 16 | Alpha-S2-casein | 52 | 6 | ||
| [K].LTEEEKNRLNFLK.[K] | 1 | Alpha-S2-casein | 21 | 6 | ||
| [K].AVPYPQR.[D] | 24 | Beta-casein | P02666 | 24 | 6 | |
| [K].VKEAMAPK.[H] | 22 | Beta-casein | P02666 | 45 | 6 | |
| [R].GPFPIIV.[-] | 12 | Beta-casein | P02666 | 31 | 6 | |
| [K].VLPVPQKAVPYPQR.[D] | 4 | Beta-casein | P02666 | 36 | 6 | |
| [K].VLPVPQK.[A] | 164 | Beta-casein | 37 | 6 | ||
| [K].HKEMPFPK.[Y] | 9 | Beta-casein | 36 | 6 | ||
| [K].HKE | 3 | Beta-casein | 23 | 6 | ||
| [R].SPAQILQWQVLSNTVPAK.[S] | 64 | Kappa-casein | P02668 | 114 | 6 | |
| [R].FFSDKIAK.[Y] | 21 | Kappa-casein | P02668 | 45 | 6 | |
| [R].YPSYGLNYYQQKPVALINNQFLPYPYYAKPAAVR.[S] | 1 | Kappa-casein | P02668 | 30 | 5 | |
| [K].YIPIQYVLSR.[Y] | 54 | Kappa-casein | 44 | 6 | ||
| [K].AGL | 44 | Pancreatic trypsin inhibitor | P00974 | 78 | 6 | |
| [R].NNFKSAED | 8 | Pancreatic trypsin inhibitor | P00974 | 39 | 6 | |
| [R].IIRYFYNAK.[A] | 1 | Pancreatic trypsin inhibitor | P00974 | 24 | 6 | |
| [R].TPEVDDEALEKFDK.[A] | 19 | Beta-lactoglobulin | P02754 | 81 | 6 | |
| [R].VYVEELKPTPEGDLEILLQK.[W] | 4 | Beta-lactoglobulin | P02754 | 47 | 6 | |
| [R].TPEVDDEALEK.[F] | 1 | Beta-lactoglobulin | P02754 | 58 | 5 | |
| [K].ALPMHIR.[L] | 5 | Beta-lactoglobulin | 24 | 6 | ||
| [K].VLVLDTDYKK.[Y] | 3 | Beta-lactoglobulin | 57 | 6 | ||
| [K].TKIPAVFK.[I] | 2 | Beta-lactoglobulin | 25 | 6 | ||
| [K].ALP | 1 | Beta-lactoglobulin | 21 | 6 | ||
| [K].LGSVYTEGGFVEGVNKK.[L] | 14 | Bile salt-activated lipase (Fragment) | P30122 | 55 | 6 | |
| [K].RAISQSGVGL | 3 | Bile salt-activated lipase (Fragment) | P30122 | 27 | 6 | |
| [R]. | 12 | Xanthine dehydrogenase/oxidase | P80457 | 34 | 6 | |
| [R].NQPEPTVEEIEDAFQGNL | 4 | Xanthine dehydrogenase/oxidase | P80457 | 44 | 6 | |
| [R]. | 3 | Xanthine dehydrogenase/oxidase | P80457 | 27 | 6 | |
| [R]. | 3 | Xanthine dehydrogenase/oxidase | P80457 | 31 | 6 | |
| [K].LG | 1 | Xanthine dehydrogenase/oxidase | P80457 | 31 | 6 | |
| [R].VFVQKEILDQFTEEVVKQTQR.[I] | 11 | 4-trimethylaminobutyraldehyde dehydrogenase | Q2KJH9 | 47 | 6 | |
| [R].VFVQKEILDQFTEEVVK.[Q] | 3 | 4-trimethylaminobutyraldehyde dehydrogenase | Q2KJH9 | 42 | 6 | |
| [K].EILDQFTEEVVK.[Q] | 1 | 4-trimethylaminobutyraldehyde dehydrogenase | Q2KJH9 | 44 | 6 | |
| [R].VIATFT | 1 | 4-trimethylaminobutyraldehyde dehydrogenase | Q2KJH9 | 20 | 1 | |
| [K].ALGGEDVR.[V] | 11 | Alpha-2-HS-glycoprotein | P12763 | 53 | 6 | |
| [K].TPIVGQPSIPGGPVR.[L] | 1 | Alpha-2-HS-glycoprotein | P12763 | 45 | 1 | |
| [K].HTLNQIDSVK.[V] | 2 | Alpha-2-HS-glycoprotein | 34 | 3 | ||
| [R].GYKHTLNQIDSVK.[V] | 2 | Alpha-2-HS-glycoprotein | 68 | 6 | ||
| [K].SPPFFEDLTLDLQPPK.[S] | 4 | Cytoplasmic aconitate hydratase | Q0VCU1 | 47 | 6 | |
| [R].ADSLKKNQDLEFER.[N] | 4 | Cytoplasmic aconitate hydratase | Q0VCU1 | 61 | 6 | |
| [K].TVDNFVALATGEKGFGYKDSK.[F] | 3 | Peptidyl-prolyl cis–trans isomerase B | P80311 | 44 | 5 | |
| [K].GFGYKDSK.[F] | 1 | Peptidyl-prolyl cis–trans isomerase B | P80311 | 27 | 6 | |
| [R].VYVVDVATEPR.[A] | 2 | Selenium-binding protein 1 | Q2KJ32 | 43 | 6 | |
| [R].LVGQIFLGGSIVK.[G] | 1 | Selenium-binding protein 1 | Q2KJ32 | 52 | 4 | |
| [K].LSISETYDLK.[S] | 1 | Alpha-1-antiproteinase | P34955 | 41 | 4 | |
| [K].AALTIDEK.[G] | 1 | Alpha-1-antiproteinase | 28 | 6 | ||
| [K].SVLGDVGITEVFSDR.[A] | 1 | Alpha-1-antiproteinase | 28 | 5 | ||
| [K].QIPLT | 6 | Metalloendopeptidase OMA1, mitochondrial | Q3SZN3 | 24 | 6 | |
| [K].VTIS | 5 | Complement component C7 | Q29RQ1 | 48 | 6 | |
| [R].FLEDYFDGNLKR.[Y] | 3 | Protein disulfide-isomerase A3 | P38657 | 32 | 6 | |
| [R].AIQAAFFYLEPR.[H] | 2 | Alpha-1-acid glycoprotein | Q3SZR3 | 80 | 6 | |
| [K].YVRPGGGFTPNFQLFEKGDVNGEKEQK.[F] | 2 | Glutathione peroxidase 3 | P37141 | 39 | 6 | |
| [K].YHALYINALQK.[L] | 2 | Diacylglycerol O-acyltransferase 2-like protein 6 | A6QP72 | 31 | 6 | |
| [K].TPTLEKQGK.[K] | 2 | Synaptonemal complex protein 3 | Q3T0E2 | 29 | 6 | |
| [K].LAVPIILR.[V] | 1 | Alpha-fetoprotein | Q3SZ57 | 35 | 1 | |
| [K].VLSGSIEKAK.[Q] | 1 | DNA excision repair protein ERCC-6-like 2 | A3KMX0 | 27 | 6 | |
| [R].TVSISPTK.[K] | 1 | Fibrous sheath CABYR-binding protein | Q2T9N0 | 32 | 6 | |
| [K].LVEFPLVAAWYQR.[I] | 1 | Glutathione S-transferase C-terminal domain-containing protein | A5PKL6 | 27 | 2 | |
| [K].LQHFFIGNR.[K] | 1 | Inositol 1,4,5-trisphosphate receptor-interacting protein | A7MB64 | 21 | 6 | |
| [R].EVSNKIVGYLDEEGVLDQNR.[S] | 1 | Lactoperoxidase | P80025 | 53 | 6 | |
| [R].ATDLVPR.[I] | 1 | Peroxisomal membrane protein 11A | Q0VCP2 | 32 | 6 | |
| [R].FEILPTR.[S] | 1 | Protein-glutamine gamma-glutamyltransferase E | A6QP57 | 36 | 5 | |
| [R].GSPAANVGVK.[V] | 2 | Transthyretin | 50 | 6 | ||
| [K].SSELVSANR.[L] | 1 | Antithrombin-III | 48 | 5 | ||
| [K].LLSTL | 1 | Complement C4 | 20 | 1 | ||
| [K].E | 1 | Lactotransferrin | 25 | 6 | ||
| [K].NVNESLLELHK.[L] | 2 | Ferritin heavy chain | Q8MIP0 | 53 | 2 | |
| [K].ADAVTLDGGLVYEAGLHPYK.[L] | 2 | Lactotransferrin (Fragment) | O77811 | 24 | 2 | |
| [R].ITGGRDFIDIESK.[F] | 1 | Lipoprotein lipase | P55031 | 24 | 6 | |
| [R].W | 2 | 17 kDa alpha-amylase/trypsin inhibitor 2 | Q7 × 8H9 | 21 | 1 | |
| [K].LFNIIEPDVAVFGK.[K] | 1 | Pantoate--beta-alanine ligase | O24210 | 37 | 1 | |
| [K].TIEVDNTDAEGR.[L] | 4 | Proline aminopeptidase 1/Leucyl aminopeptidase | 60 | 6 | ||
| [K].QIKTLIEQTNEERK.[S] | 8 | Clusterin | P25473 | 75 | 6 | |
| [K].DFAEEGKK.[D] | 2 | S-arrestin | Q28281 | 26 | 6 | |
| [R].HPGWQGTLK.[A] | 17 | various nonhuman organisms | 39 | 6 | ||
| [K].GLTSLLR.[S] | 9 | various nonhuman organisms | 38 | 6 | ||
| [K].A | 4 | various nonhuman organisms | 26 | 6 | ||
| [K].AMIAYWTNFAR.[T] | 3 | various nonhuman organisms | 43 | 6 | ||
| [K].EVVLEEGTIAFKNWVK.[T] | 2 | various nonhuman organisms | 45 | 3 | ||
| [R].LGGAEIAR.[T] | 2 | various nonhuman organisms | 25 | 6 | ||
| [-].KIFER | 1 | various nonhuman organisms | 28 | 6 | ||
| [K].FESNFNTQATNR.[N] | 1 | various nonhuman organisms | 50 | 3 | ||
| [K].KEVVLEEGTIAFK.[N] | 1 | various nonhuman organisms | 27 | 1 | ||
| [R].ADLSGITK.[E] | 1 | various nonhuman organisms | 29 | 6 | ||
| [R].IEYDPNR.[S] | 1 | various nonhuman organisms | 23 | 5 | ||
| [R].LDSPATPERIR.[N] | 1 | various nonhuman organisms | 37 | 4 | ||
| [R].NTDGSTDYGILQINSR.[W] | 1 | various nonhuman organisms | 137 | 4 | ||
| [R].SALFAQINQGESITHALK.[H] | 1 | various nonhuman organisms | 45 | 6 | ||
| [R].YEVPLETPR.[V] | 1 | various nonhuman organisms | 24 | 5 |
Figure 3Overview of the human milk proteome and nonhuman proteins identified in human milk. (A) Our prefractionation approach enabled us to overcome the dominance of a dozen highly abundant human milk proteins, leading to the identification of 1577 human proteins (left) and 36 nonhuman proteins (right) across six human milk samples, of which about 88/78% were detected in all individuals, respectively. (B) Estimated contribution of individual proteins to the total protein mass of the most abundant proteins in human milk. About 11 proteins contribute about 85% of the total protein mass, and in total 25 proteins make up 90%. (C) Estimated abundance of all human and nonhuman proteins in the analyzed human milk samples. The majority of nonhuman proteins are relatively low in abundance with less than three identified peptides, except for several proteins, likely originating from bovine milk.
Figure 4The same nonhuman peptides identified in all six donors. (A) Sequence alignment of the identified peptides of bovine alpha-S1 casein. Identified peptides are depicted as bars under the sequence colored by donor (blue (S1), red (S2), orange (S3), green (S4), purple (S5), and black (S6)). Observed sequence overlap is due to missed cleavages in some identified peptides. (B) Sequence alignment between bovine alpha-S1-casein and its human homologue. Identical amino acids are depicted by dark blue blocks and written below; biochemically similar amino acids are depicted by light blue blocks. “+” is displayed when the amino acids are not identical. Bovine and human alpha-S1-casein display about 30% of sequence homology. Selected peptides for PRM analysis are marked by light green bars. (C) As in A, albeit now for beta-lactoglobulin. Again, the same nonhuman peptides are detected in all six donors.
Figure 5Quantitation of nonhuman peptides in human milk by parallel reaction monitoring (PRM). (A) Illustrative example of MS/MS peptide fragmentation spectra and extracted ion chromatogram of the bovin alpha-S1-casein peptide FFVAPFPEVFGK[+8]. (B) LC-MS chromatogram of all parallel monitored nonhuman peptides, representing a mixture of endogeneous and stable isotope standards. (C) Detected estimated concentrations (fmol/ul) of nonhuman peptides in human milk across the six donors. Error bars indicate standard deviation of n = 2–3 replicates.