| Literature DB >> 30733459 |
Rosa Pilolli1, Agata Gadaleta2,3, Gianfranco Mamone4, Domenica Nigro5, Elisabetta De Angelis2, Nicola Montemurro2, Linda Monaci2.
Abstract
Over the last years, great efforts have been devoted to develop effective gluten detoxification strategies with a consequent detrimental alteration of the technological properties as well. Obtaining low-gluten products without affecting the rheological properties of wheat could still be considered a new challenge to face. In this investigation, we presented a comprehensive characterization of durum wheat genotypes aimed at identifying low gluten ones, which combine the potential lower toxicity/immunogenicity with conserved yield and rheological properties to encompass the perspective usability for bread or pasta making. A preliminary profiling of gluten proteins was accomplished by immunoassay-based quantification and liquid chromatography coupled to UV detection, focusing on the gliadin fraction as main responsible for immunoreactivity in celiac disease patients. In addition, data on grain protein content, grain yield per spike, dry gluten and gluten index were collected in order to provide complementary information about productivity-related traits and quali-quantitative characteristics related to wheat nutritional value and its technological properties. The whole pool of data was statistically evaluated driving to the selection of a preferred list of candidate low-toxicity genotypes that were subjected to in-vitro simulated gastroduodenal digestion and untargeted HR-MS/MS peptide identification. Finally, an in-silico risk assessment of potential toxicity for celiac disease patients was performed according to the most recent guidance provided by EFSA.Entities:
Mesh:
Year: 2019 PMID: 30733459 PMCID: PMC6367382 DOI: 10.1038/s41598-018-36845-8
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Detailed list of Triticum accessions included in the wheat collection (Grouping: C = cultivated, NC = non cultivated) and summary of the grain quality features: grain yield per spike (GYS), grain protein content (GPC), dry gluten (DG), gluten Index (GI).
| Sample code | Accession | Taxonomic classification | Year of release | C/NC | Origine | GYS (g) | GPC (% d.m.) | DG (% d.m.) | GI (%) |
|---|---|---|---|---|---|---|---|---|---|
| REF 1 | Chinese Spring |
| C | — | 1.0 ± 0.2 | 14.3 ± 1.0 | 16.0 ± 0.6 | *28.1 ± 1.3 | |
| REF 2 | Spada |
| C | — | 1.6 ± 0.7 | 12.7 ± 0.9 | 12.0 ± 1.1 | **36 ± 3 | |
| REF 3 | ID3 |
| — | NC | — | 1.2 ± 0.7 | 16.9 ± 1.9 | 16.0 ± 1.4 | **44 ± 4 |
| REF4 | Commercial Semolina | — | — | — | — | NA | 12.6 ± 0.4 | 10.1 ± 1.5 | ***90.0 ± 1.6 |
| 1 | Duetto |
| 2002 | C | Italy | 2.4 ± 0.3 | 14.3 ± 1.3 | 12.8 ± 1.9 | **30 ± 3 |
| 2 | Colosseo |
| 1995 | C | Italy | 2.4 ± 0.2 | 13.7 ± 1.1 | 9.9 ± 0.5 | **53 ± 5 |
| 3 | Lloyd |
| 1983 | C | United States | 2.3 ± 0.4 | 13.3 ± 1.8 | 11.7 ± 1.7 | **71 ± 2 |
| 4 | Neolatino |
| 2007 | C | Italy | 2.5 ± 0.2 | 13.3 ± 0.7 | 11.6 ± 0.3 | **89 ± 5 |
| 5 | PI 56263 |
| — | NC | Portugal, Lisboa | 2.6 ± 0.5 | 15.0 ± 1.8 | 6.5 ± 1.2 | **47 ± 3 |
| 6 | Ciccio |
| 1996 | C | Italy | 2.3 ± 0.3 | 13.3 ± 0.6 | 12.1 ± 0.9 | **71 ± 5 |
| 7 | Cappelli |
| 1915 | C | Italy | 2.70 ± 0.13 | 16.1 ± 1.2 | 18 ± 2 | **38.8 ± 1.7 |
| 8 | Iride |
| 1996 | C | Italy | 2.5 ± 0.2 | 13.0 ± 0.9 | 9.7 ± 1.3 | **87 ± 3 |
| 9 | Nefer |
| 1996 | C | France | 1.9 ± 0.3 | 14.7 ± 1.3 | 13.2 ± 1.2 | **81 ± 4 |
| 10 | Provenzal |
| 1998 | C | Italy | 2.0 ± 0.3 | 14.0 ± 1.6 | 10.7 ± 1.9 | **60 ± 5 |
| 11 | Kiperounda |
| 1956 | C | Marocco | 2.0 ± 0.4 | 15.0 ± 0.9 | 10.2 ± 0.8 | **76 ± 3 |
| 12 | PI 352542 |
| — | NC | France | 2.3 ± 0.9 | 14.0 ± 1.0 | 11 ± 2 | *16 ± 3 |
| 13 | Russello |
| 1928 | C | Italy | 2.1 ± 0.7 | 15.3 ± 1.7 | 14 ± 2 | *22.0 ± 1.3 |
| 14 | Canyon |
| 2005 | C | Italy | 2.20 ± 0.15 | 13.2 ± 0.7 | 10.0 ± 1.2 | **86.3 ± 0.9 |
| 15 | Capeiti-8 |
| 1940 | C | Italy | 1.97 ± 0.19 | 14.3 ± 1.1 | 14.2 ± 0.8 | **36 ± 3 |
| 16 | Duilio |
| 1984 | C | Italy | 2.2 ± 0.3 | 13.3 ± 0.9 | 11.5 ± 1.9 | **78 ± 3 |
| 17 | Gianni |
| 1992 | C | Italy | 2.29 ± 0.11 | 12.9 ± 0.9 | 10.2 ± 0.8 | **84 ± 5 |
| 18 | Athena |
| 1982 | C | Italy | 2.1 ± 0.4 | 15.1 ± 1.0 | 14.1 ± 0.6 | **79.4 ± 0.8 |
| 19 | PI 167481 |
| — | NC | Turkey, Denizli | 1.9 ± 0.3 | 13.9 ± 1.2 | 10 ± 2 | **30 ± 3 |
| 20 | MG4328/61 |
| — | NC | — | 1.3 ± 0.3 | 17 ± 2 | 16 ± 2 | *28 ± 3 |
| 21 | PI 387479 |
| — | NC | Ethiopia | 1.8 ± 0.3 | 14.4 ± 1.0 | 9.3 ± 0.9 | **37 ± 4 |
| 22 | Saragolla |
| 2004 | C | Italy | 2.5 ± 0.4 | 13.9 ± 0.8 | 8 ± 2 | ***92 ± 3 |
| 23 | Isa |
| 1975 | C | Italy | 2.1 ± 0.3 | 13.9 ± 0.5 | 14.4 ± 1.6 | **36 ± 3 |
| 24 | Latino |
| 1982 | C | Italy | 2.5 ± 0.3 | 13.1 ± 0.7 | 11.5 ± 2 | *19 ± 3 |
| 25 | PI 278350 |
| — | NC | Italy | 2.3 ± 0.3 | 13.6 ± 0.4 | 15.2 ± 1.4 | **54 ± 3 |
| 26 | PI 192658 |
| — | NC | Morocco | 2.4 ± 0.4 | 14.6 ± 0.6 | 12.6 ± 1.7 | **41 ± 4 |
| 27 | MG 4387 |
| — | NC | United kingdom | 1.8 ± 0.3 | 16.0 ± 1.9 | 15.0 ± 1.4 | **37 ± 4 |
| 28 | PI 352323 |
| — | NC | Asia Minor | 1.1 ± 0.3 | 18.2 ± 1.9 | 16 ± 2 | **47 ± 5 |
| 29 | Cirillo |
| 1992 | C | Italy | 2.2 ± 0.4 | 13.7 ± 1.9 | 12.1 ± 1.7 | ***93 ± 3 |
| 30 | Grecale |
| 2002 | C | Italy | 2.3 ± 0.5 | 13.1 ± 0.8 | 12.6 ± 1.4 | **68 ± 3 |
| 31 | Valnova |
| 1975 | C | Italy | 2.5 ± 0.4 | 14.0 ± 0.9 | 15.1 ± 1.7 | **46 ± 3 |
| 32 | Alemanno |
| 2006 | C | Italy | 2.49 ± 0.09 | 12.8 ± 0.8 | 12.4 ± 0.6 | **78 ± 3 |
| 33 | PI 157983 |
| — | NC | Italy, Sicily | 2.5 ± 0.5 | 13.8 ± 0.5 | 11.8 ± 1.7 | *15 ± 3 |
| 34 | Creso |
| 1974 | C | Italy | 2.2 ± 0.3 | 13.4 ± 1.3 | 15.6 ± 1.6 | **74.8 ± 1.5 |
| 35 | Appio |
| 1982 | C | Italy | 2.3 ± 0.4 | 12.7 ± 1.1 | 12.9 ± 1.4 | **65 ± 3 |
| 36 | Enduro |
| 1991 | C | Italy | 2.2 ± 0.3 | 13.3 ± 0.8 | 11.6 ± 1.1 | **31 ± 5 |
| 37 | MG4330/66 |
| — | NC | — | 1.2 ± 0.3 | 19.4 ± 1.5 | 16.2 ± 0.9 | **46 ± 4 |
| 38 | PI 221423 |
| — | NC | Portugal | 2.68 ± 0.14 | 14.5 ± 1.3 | 10.9 ± 1.9 | **35 ± 3 |
*Weak gluten strength GI < 30%; **normal gluten strength GI 30–80%; ***strong gluten strength GI > 80%.
Figure 1Comparison of R5-sandwich ELISA results and HPLC-UV relative gliadin quantification. Statistically significant differences at a significance level of 5% between commercial semolina and each genotype under investigation were determined by multiple t-tests and highlighted with arrows.
Pearson correlation coefficients (R) among all the investigated variables with relevant p-values calculated with n = 41 (ns = not significant, p > 0.05).
| α/β-glia | γ-glia | TOT-glia | % ω-glia | % α/β-glia | % γ-glia | R5-ELISA | GYS | GPC | GI | DG | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ω-glia |
|
|
|
| 0.077ns |
|
|
| 0.212ns |
| 0.302ns |
| α/β-glia |
|
| 0.267ns |
|
|
| −0.217ns | 0.130ns | −0.261ns | 0.226ns | |
| γ-glia |
| 0.256ns | −0.020ns | −0.093ns |
| −0.298ns | 0.176ns | −0.192ns |
| ||
| TOT-glia |
|
|
|
|
| 0.172ns | −0.271ns | 0.301ns | |||
| % ω-glia | −0.124ns |
|
|
| 0.236ns |
| 0.263ns | ||||
| % α/β-glia |
| −0.097ns | 0.112ns | −0.012ns | −0.140ns | −0.127ns | |||||
| % γ-glia | −0.127ns | 0.099ns | −0.092ns | 0.275ns | 0.006ns | ||||||
| R5-ELISA |
|
|
| 0.241ns | |||||||
| GYS |
| 0.222ns |
| ||||||||
| GPC | −0.301ns |
| |||||||||
| GI | −0.257ns | ||||||||||
Significant R values were highlighted in bold font style.
Summary of the Principal Component Analysis based on NIPALS algorithm calculation performed with Statistica 7.0 software.
| PC | R2X | R2X (Cum.) | Eigenvalues | Q2 | Q2 (Cum.) |
|---|---|---|---|---|---|
| 1 | 0.4216 | 0.4216 | 5.05 | 0.3690 | 0.3690 |
| 2 | 0.1958 | 0.6173 | 2.35 | 0.5699 | 0.7286 |
| 3 | 0.1166 | 0.7340 | 1.40 | 0.7130 | 0.9221 |
| 4 | 0.0941 | 0.8280 | 1.13 | 0.7976 | 0.9842 |
| 5 | 0.0687 | 0.8968 | 0.83 | 0.8860 | 0.9982 |
Figure 2Loadings and Scores plots for the first three components obtained by Principal Component Analysis on 12 variables and 42 cases.
Figure 3Hierarchical cluster analysis by joining tree was performed on original variables setting Ward’s methods amalgamation rule and selecting Euclidean distances.
Figure 4Workflow of the analytical strategy carried out for the identification by untargeted HR-MS/MS analysis of GD resistant peptides and in-silico toxicity risk assessment for celiac disease patients.
Summary of the GD peptides identified by untargeted HR-MS/MS analysis and checked for in-silico toxicity assessment (*after applying the following filters: peptide-spectrum matches (PSMs) only unambiguous, number of PSMs ≥ 3, mass tolerance precursor ion ≤5 ppm, confidence level at least medium).
| SAMPLES | REF 4 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| Total identified peptides* | 411 | 290 | 286 | 275 | 281 | 283 |
| N° peptides with sequence length ≥9 AA | 155 | 77 | 74 | 82 | 76 | 79 |
| N° hazard peptides with 100% sequence identity with T-cell stimulatory epitopes | 13 | 4 | 3 | 4 | 5 | 3 |
| N° concerning peptides with partial match (QX1PX2 motif present in P4 or P6) | 30 | 9 | 11 | 12 | 8 | 15 |
| N° concerning peptides with partial match (QX1PX2 motif absent) | 10 | 7 | 8 | 8 | 4 | 4 |
List of the GD resistant peptides identified by untargeted HR-MS/MS analysis and assessed to encrypt full length T-cell epitopes (*information retrieved by http://www.allergenonline.org/celiacbrowse.shtml[66], **core epitope nomenclature by Sollid et al.[68]).
| Sample | Peptides matching full length T-cell epitopes (100% sequence identity) | Known T-cell stimulatory epitopes | |||||
|---|---|---|---|---|---|---|---|
| Experimental m/z [Da] | Sequence | Protein | n°* | Sequence (ID)* | HLA-DQ molecule* | 9 AA Restricted epitope** | |
|
| 1075,022 (+2) | QQ | γ-gliadin | 3 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| PFPQTQQPQQPFPQ (553) | DQ8 (DQ2/8) | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |||||
| PQTQQPQQPFPQ (926) | DQ2 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |||||
| 635,660 (+3) | Q | ω-gliadin | 2 | PFPQQPQQPF (538) | DQ2 (Glia-γ2 (p89-p102)) | — | |
| FPQQPQQPF (542) | DQ2 (p90-p102) | — | |||||
| 1409,676 (+1) | S | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 1419,705 (+1) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 661,829 (+2) | QP | γ-gliadin/ω-gliadin | 1 | QQPFPQQPQ (438) | DQ2.5 | DQ2.5-glia-γ5 | |
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 1198,585 (+1) | T | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 549,272 (+2) |
| γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 911,126 (+3) | PQ | α-gliadin | 4 | QPFPQPQLPY (42) | DQ2 | DQ2.5-glia-α1a | |
| PFPQPQLPY (53) | DQ2.5 | DQ2.5-glia-α1a | |||||
| QPFPQPQLPYSQ (164) | DQ2 | DQ2.5-glia-α1a | |||||
| PFPQPQLPYSQ (166) | DQ2 | DQ2.5-glia-α1a | |||||
| 1253,631 (+2) | PQ | α-gliadin | 4 | QPFPQPQLPY (42) | DQ2 | DQ2.5-glia-α1a | |
| PFPQPQLPY (53) | DQ2.5 | DQ2.5-glia-α1a | |||||
| QPFPQPQLPYSQ (164) | DQ2 | DQ2.5-glia-α1a | |||||
| PFPQPQLPYSQ (166) | DQ2 | DQ2.5-glia-α1a | |||||
| 641,984 (+3) | QPQP | α/β-gliadin | 1 | FRPQQPYPQ (93) | DQ2.5 | DQ2.5-glia-α3 | |
| 541,937 (+3) | QQP | LMW glutenin/γ-gliadin | 1 | PFSQQQQPV (706) | DQ2.2 | DQ2.2-glut-L1 | |
| 774,383 (+2) | ω-gliadin | 3 | PQQPFPQQPQQP (195) | DQ2 | DQ2.5-glia-γ5 | ||
| PQQPFPQQPQQ (432) | DQ2 | DQ2.5-glia-γ5 | |||||
| QQPFPQQPQ (438) | DQ2.5 | DQ2.5-glia-γ5 | |||||
|
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| 1198,584 (+1) | T | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 549,273 (+2) |
| γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 597,945 (+3) | P | γ-gliadin | 3 | QQPQQPYPQ (458) | DQ2.5/DQ8 | DQ2.5-glia-γ3/DQ8-glia-γ1b | |
| QQPYPQQPQ (464) | DQ2 (glia-γVIb) | — | |||||
| PYPQQPQQP (468) | DQ2 (DQ2.2 and DQ2.5) | — | |||||
|
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| 1198,583 (+1) | T | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 549,273 (+2) |
| γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
|
| 1198,585 (+1) | T | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 541,936 (+3) | QQP | LMW glutenin/γ-gliadin | 1 | PFSQQQQPV (706) | DQ2.2 | DQ2.2-glut-L1 | |
| 597,800 (+2) | γ-gliadin | 1 | PQPQQQFPQ (577) | DQ2.5 | DQ2.5-glia-γ4b | ||
|
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| 1198,586 (+1) | T | γ-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 549,273 (+2) |
| γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 641,983 (+3) | QPQP | α/β-gliadin | 1 | FRPQQPYPQ (93) | DQ2.5 | DQ2.5-glia-α3 | |
| 541,936 (+3) | QQP | LMW glutenin/γ-gliadin | 1 | PFSQQQQPV (706) | DQ2.2 | DQ2.2-glut-L1 | |
|
| 710,354 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a |
| 597,799 (+2) | P | γ-gliadin/ω-gliadin | 1 | QQPQQPFPQ (472) | DQ2.5/DQ8 | DQ2.5-glia-γ4c/DQ8-glia-γ1a | |
| 541,936 (+3) | QQP | LMW glutenin/γ-gliadin | 1 | PFSQQQQPV (706) | DQ2.2 | DQ2.2-glut-L1 | |