| Literature DB >> 29425234 |
Kathrin Schalk1, Peter Koehler1, Katharina Anne Scherf1.
Abstract
Celiac disease (CD) is an inflammatory disorder of the upper small intestine caused by the ingestion of storage proteins (prolamins and glutelins) from wheat, barley, rye, and, in rare cases, oats. CD patients need to follow a gluten-free diet by consuming gluten-free products with gluten contents of less than 20 mg/kg. Currently, the recommended method for the quantitative determination of gluten is an enzyme-linked immunosorbent assay (ELISA) based on the R5 monoclonal antibody. Because the R5 ELISA mostly detects the prolamin fraction of gluten, a new independent method is required to detect prolamins as well as glutelins. This paper presents the development of a method to quantitate 16 wheat marker peptides derived from all wheat gluten protein types by liquid chromatography tandem mass spectrometry (LC-MS/MS) in the multiple reaction monitoring mode. The quantitation of each marker peptide in the chymotryptic digest of a defined amount of the respective reference wheat protein type resulted in peptide-specific yields. This enabled the conversion of peptide into protein type concentrations. Gluten contents were expressed as sum of all determined protein type concentrations. This new method was applied to quantitate gluten in wheat starches and compared to R5 ELISA and gel-permeation high-performance liquid chromatography with fluorescence detection (GP-HPLC-FLD), which resulted in a strong correlation between LC-MS/MS and the other two methods.Entities:
Mesh:
Substances:
Year: 2018 PMID: 29425234 PMCID: PMC5806900 DOI: 10.1371/journal.pone.0192804
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Selected wheat marker peptides.
Amino acid sequences of the 16 peptides (P1-16), their specificity for wheat gluten protein types, and the detected peptide scores in the flour.
| Peptide | Amino acid sequence | Specificity (protein type) | Score | NCBI Accession |
|---|---|---|---|---|
| P1 | LMW-GS | 41 | ABD72601.1 | |
| P2 | LMW-GS | 33 | AGK83348.1 | |
| P3 | LMW-GS | 30 | ACF93464.1 | |
| P4 | LMW-GS | 71 | ACA63873.1 | |
| P5 | HMW-GS | 49 | CAI72574.1 | |
| P6 | HMW-GS | 42 | CAA43361.1 | |
| P7 | HMW-GS | 36 | AHZ62762.1 | |
| P8 | γ-gliadins | 28 | AGZ20271.1 | |
| P9 | γ-gliadins | 57 | AAF42989.1 | |
| P10 | γ-gliadins | 63 | ACJ03470.1 | |
| P11 | α-gliadins | 63 | AAZ94421.1 | |
| P12 | α-gliadins | 64 | BAM08452.1 | |
| P13 | α-gliadins | 48 | AHN85627.1 | |
| P14 | ω5-gliadins | 53 | BAE20328.1 | |
| P15 | ω1,2-gliadins | 43 | BAN29067.1 | |
| P16 | ω1,2-gliadins | 26 | ADF58069.1 |
1 Individual peptide ion scores >40 are considered to indicate identity or extensive similarity (p < 0.05) and scores 15−40 were validated manually.
2 Accession number of the best match in the database National Center for Biotechnology Information (NCBInr) database.
HMW-GS, high-molecular-weight glutenin subunits; LMW-GS, low-molecular-weight glutenin subunits; underlined sequences are known to be CD-active
Optimized LC-MS/MS parameters for the 16 wheat marker peptides.
Multiple reaction monitoring (MRM) parameters of P1-16 and the isotopically labelled peptide standard (*P11) as well as the corresponding response factors (RF), each referred to *P11.
| Peptide | Precursor ion | Product ions | Collision energy | Retention time | Response factor |
|---|---|---|---|---|---|
| [ | [ | [V] | [min] | ( | |
| P1 | 938.78 (2+) | 595.83 (b5) | 12 | 16.7 | 1.721 |
| 585.55 (y5) | 14 | ||||
| P2 | 527.97 (2+) | 314.01 (b3) | 10 | 12.9 | 1.646 |
| 186.00 (b2) | 14 | ||||
| P3 | 725.07 (2+) | 852.44(y8) | 10 | 17.7 | 0.294 |
| 429.22(y4) | 16 | ||||
| P4 | 645.63 (2+) | 313.92 (b3) | 14 | 16.7 | 2.341 |
| 736.19 (y6) | 10 | ||||
| P5 | 538.63 (2+) | 238.97 (y2) | 10 | 13.1 | 2.221 |
| 182.01 (y1) | 16 | ||||
| P6 | 657.06 (2+) | 172.96 (b2) | 24 | 15.1 | 2.714 |
| 219.21 (y2) | 10 | ||||
| P7 | 589.56 (2+) | 237.05 (b2) | 18 | 13.6 | 0.981 |
| 444.91 (b82+) | 16 | ||||
| P8 | 872.70 (2+) | 431.19 (y5) | 24 | 15.5 | 1.502 |
| 502.23 (y6) | 24 | ||||
| P9 | 685.88 (2+) | 315.52 (y2-NH3) | 20 | 17.1 | 3.159 |
| 356.09 (b3) | 16 | ||||
| P10 | 1011.42 (2+) | 839.02 (y7) | 18 | 15.5 | 1.126 |
| 228.96 (y2) | 20 | ||||
| P11 | 755.20 (3+) | 262.96(y2) | 14 | 19.0 | 1.277 |
| 973.64 (y8) | 10 | ||||
| *P11 | 760.50 (3+) | 278.96 (y2) | 14 | 19.0 | - |
| 989.64 (y8) | 10 | ||||
| P12 | 739.15 (2+) | 647.39 (y6) | 12 | 15.0 | 0.582 |
| 176.01 (b2) | 18 | ||||
| P13 | 814.24 (2+) | 407.12 (y3) | 20 | 14.1 | 0.517 |
| 770.48 (b6) | 18 | ||||
| P14 | 1016.85 (2+) | 901.58 (b7) | 16 | 17.7 | 2.712 |
| 476.32 (y4) | 14 | ||||
| P15 | 906.72 (2+) | 461.28 (y5) | 24 | 14.5 | 3.582 |
| 562.32 (y6) | 24 | ||||
| P16 | 558.72 (2+) | 853.60 (b7) | 12 | 14.9 | 0.367 |
| 262.96 (y2) | 24 |
1 Charge state: 1+
2 Precursor to product ion transition was used as quantifier
3 Precursor to product ion transition was used as qualifier
Fig 1Schematic diagram showing the development of a method for the quantitation of gluten contents based on peptide yields.
(A) Peptide identification and selection of 16 wheat marker peptides, (B) development of the liquid chromatography tandem mass spectrometry (LC-MS/MS) method with an isotopically labelled peptide as internal standard and optimization of the LC-MS/MS conditions, (C) quantitation of peptide yields in reference gluten protein types and conversion of peptide into protein type and gluten concentrations.
Fig 2Precursor to product ion transition (m/z) of each marker peptide (P1-16) and the isotopically labelled standard (*P11).
Marker peptides were quantitated in the respective protein type of wheat (multiple reaction monitoring mode, MRM). Two MRM transitions were monitored for each peptide and the most abundant MRM transition shown here was used for quantitation. HMW-GS, high-molecular-weight glutenin subunits; LMW-GS, low-molecular-weight glutenin subunits.
Limits of detection (LOD) and quantitation (LOQ) for the marker peptides P1-16 in potato flour [μg/g].
Correlation coefficients (r) were determined between peptide concentrations and gluten concentrations in the potato flour spiked to different gluten contents with the wheat flour mixture.
| Peptide | Correlation coefficient (r) | LOD [μg/g] | LOQ [μg/g] |
|---|---|---|---|
| P1 | 0.976 | 1.7 | 4.9 |
| P2 | 0.912 | 0.2 | 0.9 |
| P3 | 0.986 | 1.2 | 3.8 |
| P4 | 0.994 | 0.5 | 5.7 |
| P5 | n.d | 1.1 | 6.3 |
| P6 | 0.943 | 7.5 | 22.2 |
| P7 | 0.994 | 3.4 | 16.8 |
| P8 | 0.997 | 0.8 | 3.0 |
| P9 | 0.987 | 14.5 | 20.4 |
| P10 | 0.985 | 0.8 | 3.0 |
| P11 | 0.991 | 0.7 | 2.6 |
| P12 | 0.847 | 3.1 | 10.5 |
| P13 | 0.995 | 0.8 | 2.3 |
| P14 | 0.970 | 1.9 | 5.6 |
| P15 | 0.973 | 1.3 | 2.7 |
| P16 | n.d. | 2.6 | 5.3 |
1 Linear Pearson product correlation. Correlation coefficients (r): 0.0 < r ≤ 0.54, no correlation; 0.54 < r ≤ 0.67, weak correlation; 0.67 < r ≤ 0.78, medium correlation; and 0.78 < r ≤ 1.0, strong correlation [20].
n.d., not determined (only detected in two spiked samples)
Concentrations of the marker peptides (P1-16) in the respective protein type [μg/g] and the wheat flour mixture [μg/g].
The concentrations of protein types in flour by LC-MS/MS [%] were calculated based on peptide concentrations in the specific protein types and compared to the contents [%] quantitated by RP-HPLC. The contents determined by RP-HPLC were taken as 100% to evaluate the recovery of LC-MS/MS. Protein type concentrations had to be multiplied by the individual correction factor to adjust to recoveries of 100%.
| Peptide | Protein type | Content of protein type in flour by RP-HPLC | Peptide concentration in the specific protein type | Peptide concentration in the wheat flour mixture | Content of protein type in flour by LC-MS/MS | Recovery of LC-MS/MS compared to RP-HPLC | Correction factor |
|---|---|---|---|---|---|---|---|
| [%] | [μg/g] | [μg/g] | [%] | [%] | |||
| P1 | LMW-GS | 1.99 ± 0.02 | 10823.2 ± 162.9 | 29.4 ± 0.2 | 0.27 ± 0.03 | 12.0 | 8.29 |
| P2 | LMW-GS | 11909.8 ± 310.5 | 24.1 ± 0.4 | 0.20 ± 0.01 | 9.6 | 10.47 | |
| P3 | LMW-GS | 4903.4 ± 38.4 | 21.3 ± 0.7 | 0.43 ± 0.02 | 20.5 | 4.85 | |
| P4 | LMW-GS | 8893.1 ± 411.5 | 224.6 ± 16.7 | 2.53 ± 0.18 | 119.2 | 0.84 | |
| P5 | HMW-GS | 0.83 ± 0.02 | 5251.5 ± 366.0 | 90.6 ± 1.2 | 1.73 ± 0.08 | 195.2 | 0.51 |
| P6 | HMW-GS | 3286.1 ± 111.6 | n.d. | n.d. | - | - | |
| P7 | HMW-GS | 7542.4 ± 250.0 | 86.3 ± 7.9 | 1.14 ± 0.04 | 129.5 | 0.77 | |
| P8 | γ-gliadins | 1.85 ± 0.15 | 18703.3 ± 304.0 | 639.4 ± 26.11 | 3.42 ± 0.09 | 172.3 | 0.58 |
| P9 | γ-gliadins | 16830.2 ± 716.2 | 477.3 ± 33.6 | 2.84 ± 0.39 | 143.9 | 0.69 | |
| P10 | γ-gliadins | 1993.4 ± 187.2 | 16.1 ± 1.7 | 0.81 ± 0.08 | 41.1 | 2.43 | |
| P11 | α-gliadins | 2.91 ± 0.30 | 5879.6 ± 57.2 | 137.2 ± 13.7 | 2.33 ± 0.22 | 75.3 | 1.33 |
| P12 | α-gliadins | 3890.9 ± 104.9 | 18.5 ± 0.7 | 0.48 ± 0.03 | 15.3 | 6.47 | |
| P13 | α-gliadins | 9501.9 ± 219.5 | 8.7 ± 0.2 | 0.09 ± 0.01 | 3.0 | 32.33 | |
| P14 | ω5-gliadins | 0.51 ± 0.02 | 11317.8 ± 49.4 | 25.6 ± 2.4 | 0.23 ± 0.02 | 39.9 | 2.55 |
| P15 | ω1,2-gliadins | 0.67 ± 0.09 | 5391.7 ± 467.8 | 86.2 ± 2.9 | 1.60 ± 0.12 | 224.1 | 0.45 |
| P16 | ω1,2-gliadins | 793.7 ± 17.4 | n.d. | n.d. | - | - |
1 mean value ± standard deviation (n = 3)
2 mean value ± standard deviation (HMW-GS, ω5-, ω1,2-gliadins n = 3; LMW-GS, α-, γ-gliadins n = 6) based on the concentration of protein type
3 mean value ± standard deviation (n = 3) based on peptide concentrations (P1-16) in the respective protein type
4 The amount of protein type, which was determined by RP-HPLC, was taken as 100% to evaluate the recovery of LC-MS/MS
LMW-GS, low-molecular-weight glutenin subunits; HMW-GS, high-molecular-weight glutenin subunits; n.d., not detected due to co-elution of other similar gluten components
Fig 3Linear Pearson correlations between gluten contents and concentrations of peptides from all wheat gluten protein types.
(A) Peptide P4 from low-molecular-weight glutenin subunits (LMW-GS), (B) P7 from high-molecular-weight glutenin subunits (HMW-GS), (C) P8 from γ-gliadins, (D) P11 from α-gliadins, (E) P14 from ω5-gliadins, (F) P15 from ω1,2-gliadins. The presented peptides showed the highest correlation coefficients within the respective protein type (see Table 3).
Concentrations of the marker peptides [μg/g] in seven wheat starches.
The wheat starches used were W4, W6, W8, W11, W13, W14 and W15 as described in Scherf et al [11]. Those marker peptides not listed had concentrations below the respective limit of detection.
| Peptide | Protein type | Peptide concentration in wheat starch | Resulting protein type concentration |
|---|---|---|---|
| [μg/g] | [μg/g] | ||
| P4 | LMW-GS | 0.7 ± 0.0 | 63.3 ± 2.0 |
| P8 | γ-gliadins | 0.7 ± 0.0 | 20.1 ± 1.5 |
| P9 | γ-gliadins | 120.3 ± 10.8 | 4669.9 ± 420.1 |
| P4 | LMW-GS | 0.9 ± 0.1 | 92.2 ± 20.1 |
| P8 | γ-gliadins | 0.9 ± 0.1 | 25.3 ± 9.7 |
| P2 | LMW-GS | 16.9 ± 0.1 | 13008.2 ± 1660.1 |
| P3 | LMW-GS | 7.0 ± 1.8 | 6544.7 ± 169.7 |
| P4 | LMW-GS | 27.9 ± 2.0 | 2538.7 ± 169.7 |
| P7 | HMW-GS | 22.9 ± 2.3 | 1886.7 ± 580.8 |
| P8 | γ-gliadins | 107.0 ± 1.9 | 2874.8 ± 418.4 |
| P11 | α-gliadins | 5.9 ± 0.0 | 1291.0 ± 85.5 |
| P15 | ω1,2-gliadins | 6.7 ± 1.0 | 523.2 ± 78.9 |
| P4 | LMW-GS | 3.7 ± 0.2 | 330.9 ± 22.0 |
| P8 | γ-gliadins | 3.5 ± 0.2 | 102.9 ± 7.1 |
| P9 | γ-gliadins | 74.1 ± 7.5 | 2874.6 ± 289.2 |
| P9 | γ-gliadins | 60.0 ± 2.7 | 2328.4 ± 105.3 |
| P4 | LMW-GS | 0.5 ± 0.0 | 43.5 ± 2.2 |
| P9 | γ-gliadins | 131.8 ± 0.6 | 5332.7 ± 377.0 |
| P4 | LMW-GS | 8.5 ± 0.6 | 755.7 ± 56.6 |
| P7 | HMW-GS | 7.7 ± 1.1 | 743.7 ± 107.8 |
| P8 | γ-gliadins | 19.0 ± 2.5 | 554.2 ± 71.8 |
| P11 | α-gliadins | 2.3 ± 0.2 | 479.4 ± 40.2 |
| P15 | ω1,2-gliadins | 0.7 ± 0.1 | 132.7 ± 10.8 |
1 mean value ± standard deviation (n = 3)
LMW-GS, low-molecular-weight glutenin subunits; HMW-GS, high-molecular-weight glutenin subunits
Gluten contents [μg/g] of wheat starches W4, W6, W8, W11, W13, W14 and W15.
Results from different methods, LC-MS/MS, GP-HPLC-FLD and R5 ELISA, were compared.
| Sample | Method | ||
|---|---|---|---|
| LC-MS/MS | GP-HPLC-FLD | R5 ELISA | |
| [μg/g] | [μg/g] | [μg/g] | |
| W4 | 83.4 ± 0.7A | 158.6 ± 3.6B | 46.8 ± 2.1C |
| W6 | 117.5 ± 2.8A | 103.6 ± 2.4B | 82.5 ± 0.5C |
| W8 | 9114.4 ± 901.0A | 10371.8 ± 289.0AB | 11903.8 ± 1560.8B |
| W11 | 433.8 ± 29.1A | 442.7 ± 13.7A | 424.4 ± 11.2A |
| W13 | 2328.4 ± 105.3A | 196.0 ± 22.0B | 88.4± 1.5C |
| W14 | 43.5 ± 2.2A | 87.2 ± 3.4B | 53.6 ± 2.1C |
| W15 | 2665.7 ± 206.9A | 6543.3 ± 538.4B | 7022.0 ± 544.4B |
Values are given as mean ± standard deviation (n = 3)
Different capital letters designate significant differences (p < 0.05, one-way ANOVA, Tukey’s Test) between the three methods within one wheat starch sample
1 Gluten content expressed as sum of all determined protein type concentrations based on peptide concentrations
2 Gluten content expressed as sum of gliadins and glutenins [11]
3 Gluten content expressed as gliadins x 2 [3,11]