| Literature DB >> 35448858 |
Donatien Lefebvre1,2, Kevin Blanco-Valle1, Jacques-Antoine Hennekinne1, Stéphanie Simon2, François Fenaille2, François Becher2, Yacine Nia1.
Abstract
Staphylococcal food poisoning outbreaks are caused by the ingestion of food contaminated with staphylococcal enterotoxins (SEs). Among the 27 SEs described in the literature to date, only a few can be detected using immuno-enzymatic-based methods that are strongly dependent on the availability of antibodies. Liquid chromatography, coupled to high-resolution mass spectrometry (LC-HRMS), has, therefore, been put forward as a relevant complementary method, but only for the detection of a limited number of enterotoxins. In this work, LC-HRMS was developed for the detection and quantification of 24 SEs. A database of 93 specific signature peptides and LC-HRMS parameters was optimized using sequences from 24 SEs, including their 162 variants. A label-free quantification protocol was established to overcome the absence of calibration standards. The LC-HRMS method showed high performance in terms of specificity, sensitivity, and accuracy when applied to 49 enterotoxin-producing strains. SE concentrations measured depended on both SE type and the coagulase-positive staphylococci (CPS) strain. This study indicates that LC-MS is a relevant alternative and complementary tool to ELISA methods. The advantages of LC-MS clearly lie in both the multiplex analysis of a large number of SEs, and the automated analysis of a high number of samples.Entities:
Keywords: coagulase-positive staphylococci; mass spectrometry; signature peptides; staphylococcal enterotoxins
Mesh:
Substances:
Year: 2022 PMID: 35448858 PMCID: PMC9031063 DOI: 10.3390/toxins14040249
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 5.075
Identification of genes coding for enterotoxins with the NAuRA tool in 49 strains. Each number corresponds to a variant coding for an enterotoxin.
| Strain | sea | seb | sec | sed | see | seg | seh | sei | selj | sek | sel | sem | sen | seo | sep | seq | ser | ses | set | seu | selx | sey | selz | tsst1 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 05CEB51 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 19 | 17 | 17 | ||||||||||||||
| 05CEB52 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 4 | 2 | 2 | ||||||||||||||
| 05CEB53 | 3 | 3 | 3 | 5 | 3 | 3 | 3 | 5 | ||||||||||||||||
| 06CEB196 | 3 | 5 | 1 | 5 | 4 | 1 | 45 | |||||||||||||||||
| 06CEB83 | 8 | 6 | 4 | 2 | ||||||||||||||||||||
| 08CEB393 | 3 | 4 | 3 | 15 | 3 | 3 | 2 | 1 | 3 | 9 | ||||||||||||||
| 08CEB402 | 36 | 7 | ||||||||||||||||||||||
| 09CEB231 | 3 | 1 | 1 | 5 | 5 | |||||||||||||||||||
| 09CEB303 | 2 | 2 | 1 | 1 | 5 | |||||||||||||||||||
| 09CEB314 | 2 | 12 | ||||||||||||||||||||||
| 10CEB282 | 3 | 4 | 6 | 3 | 3 | 9 | ||||||||||||||||||
| 10CEB401 | 3 | 4 | 2 | 4 | 2 | 5 | ||||||||||||||||||
| 11CEB110 | 7 | 4 | 4 | 7 | 6 | 5 | 34 | 6 | ||||||||||||||||
| 12CEB137 | 2 | 2 | 14 | 4 | ||||||||||||||||||||
| 12CEB368 | 1 | 3 | 1 | 15 | 3 | |||||||||||||||||||
| 12CEB496 | 3 | 3 | 3 | 16 | ||||||||||||||||||||
| 12CEB512 | 5 | 6 | 4 | 5 | 3 | 4 | 10 | 1 | ||||||||||||||||
| 13CEB193 | 2 | 2 | 2 | 7 | 2 | |||||||||||||||||||
| 13CEB437 | 3 | 3 | 3 | 10 | 3 | 3 | 3 | 6 | ||||||||||||||||
| 14A/FRI361 | 3 | 1 | 3 | 3 | 1 | 5 | 8 | 3 | 3 | 1 | 5 | |||||||||||||
| 14SBCL1004 | 3 | 10 | 4 | 5 | ||||||||||||||||||||
| 14SBCL770 | 1 | 4 | 10 | 5 | 4 | 4 | 1 | 3 | ||||||||||||||||
| 15SBCL1151 | 1 | 3 | 4 | 7 | 4 | 3 | 3 | 5 | 9 | |||||||||||||||
| 15SBCL1428 | 3 | 4 | 4 | 3 | 3 | 4 | 10 | 1 | ||||||||||||||||
| 15SBCL1438 | 7 | 11 | 1 | 6 | 5 | 9 | 22 | 4 | 1 | 5 | ||||||||||||||
| 15SBCL452 | 3 | 3 | 4 | 1 | 4 | 3 | 3 | 4 | 9 | |||||||||||||||
| 16SBCL1028 | 3 | 1 | ||||||||||||||||||||||
| 16SBCL1204 | 2 | 12 | 2 | 8 | 7 | 10 | 4 | 2 | 2 | |||||||||||||||
| 16SBCL1368 | 4 | 1 | 8 | 5 | 1 | |||||||||||||||||||
| 16SBCL246 | 3 | 1 | 4 | 8 | 4 | 24 | ||||||||||||||||||
| 16SBCL259 | 3 | 25 | ||||||||||||||||||||||
| 16SBCL899 | 4 | 4 | 5 | 5 | 4 | 4 | 1 | 3 | ||||||||||||||||
| 17SBCL25 | 3 | 13 | 9 | 9 | 9 | 11 | 28 | |||||||||||||||||
| 17SBCL330 | 5 | 3 | 3 | 12 | 8 | 3 | 3 | 5 | 6 | |||||||||||||||
| 17SBCL693 | 3 | 11 | 2 | 2 | 9 | 2 | 3 | |||||||||||||||||
| 18SBCL601 | 4 | 3 | ||||||||||||||||||||||
| 18SBCL855 | 2 | 3 | 15 | 1 | 4 | 3 | 14 | 2 | 1 | 9 | ||||||||||||||
| 19SBCL1059 | 3 | 4 | 18 | 3 | 3 | 2 | 9 | |||||||||||||||||
| 19SBCL591 | 3 | 2 | 9 | 2 | 3 | |||||||||||||||||||
| 20SBCL08 | 1 | 7 | 4 | 7 | 4 | 7 | 6 | 5 | 3 | |||||||||||||||
| 337E | 4 | 3 | 4 | 4 | 7 | 21 | 5 | 41 | ||||||||||||||||
| 349E | 3 | 5 | 4 | 1 | 5 | |||||||||||||||||||
| 352E | 13 | 8 | 1 | 6 | 5 | 9 | 22 | 4 | 1 | 5 | ||||||||||||||
| 356E | 3 | 4 | 4 | 3 | 22 | 4 | 10 | 1 | ||||||||||||||||
| 42A/FRIS6 | 1 | 1 | 1 | 1 | 5 | |||||||||||||||||||
| 43A/FRI137 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 7 | 17 | ||||||||||||||
| 44A/FRI1230 | 3 | 4 | 4 | 1 | 5 | 3 | ||||||||||||||||||
| 45A/FRI1151M | 3 | 1 | 1 | 5 | ||||||||||||||||||||
| 46A/FRI326 | 1 | 3 | 5 | |||||||||||||||||||||
| Number of variants | 4 | 4 | 10 | 4 | 3 | 6 | 4 | 12 | 4 | 8 | 11 | 9 | 9 | 13 | 3 | 5 | 4 | 2 | 1 | 10 | 20 | 6 | 4 | 6 |
Figure 1Workflow for detection and quantification of novel SEs: (1–2) production of SEs by CPS, (3) elimination of CPS by centrifugation, (4) concentration of SEs by acid precipitation, (5–6) tryptic digestion and addition of heavy peptides, (7) DDA analysis for peptide identification, (8) optimization of PRM for identified peptides by DDA, and (9) method for analyzing and quantifying SEs.
Optimization and identification of best peptides for SEA: each peptide was identified by DDA analysis. Optimization for retention time (RT), mass/charge (m/z) ratio, normalized collision energy (NCE%), and fragment ion. WGS result for the representativeness of the peptide. Area ratio of peptide-to-peptide ratio QNTVPLETVK.
| SEA Peptide | z | RT (min) | NCE% | Fragments (1) | Detected (2) | Not Detected (3) | Shared | Peptide | Specific | |
|---|---|---|---|---|---|---|---|---|---|---|
| GLIVFHTSTEPSVNYDLFGAQGQYSNTLLR | 1109.8930 | 3+ | 14.9 | 18 | y9+, y10+, y12+ | 2, 3 | 1, 4 | 0.67 | Yes | |
| NVTVQELDLQAR | 693.3728 | 2+ | 9.5 | 21 | y9+, y8+, y10+ | 1, 3, 4 | 2 | 1.27 | Yes | |
| QNTVPLETVK | 564.8166 | 2+ | 7.3 | 18 | y6+, y6++, y8+ | 1, 2, 3, 4 | 1.00 | Yes | ||
| SELQGTALGNLK | 615.8381 | 2+ | 8.5 | 21 | y8+, y9+, y10+ | 3, 4 | 1, 2 | 0.18 | ||
| YNLYNSDVFDGK | 717.8304 | 2+ | 10 | 18 | y8+, y9+, y10+ | 1, 3, 4 | 2 | 0.77 | Yes | |
| GFFTDHSWYNDLLVDFDSK | 769.3515 | 3+ | 15.9 | 18 | y5+, y6+, y7+ | 3 | 1, 2, 4 | 0.18 | ||
| QIYYYNEK | 560.7691 | 2+ | 6.0 | 18 | y4+, y5+, y6+ | 1, 3, 4 | 2 | SEE1, 2, 3 | 0.48 | |
| SELQGAALGNLK | 600.8328 | 2+ | 8.5 | 18 | y6+, y8+, y9+ | 1 | 2, 3, 4 | 0.25 | ||
| GLIVFHTSTEPSVNYDLFGAQGQNSNTLLR | 1093.5529 | 3+ | 14.4 | 18 | y9+, y10+, y12+ | 1, 4 | 2, 3 | 0.76 | ||
| GFFTNHSWYNDLLVDFDSK | 769.0235 | 3+ | 15.4 | 18 | y5+, y6+, y7+ | 1, 4 | 2, 3 | 0.04 | ||
| EVTVQELDLQAR | 700.8726 | 2+ | 9.8 | 18 | y6+, y7+, y8+ | 2 | 1, 3, 4 | SEE1, 2, 3 | 0.61 | Yes |
| SELQGVALDNLR | 657.8542 | 2+ | 10.1 | 18 | y5+, y6+, y8+ | 2 | 1, 3, 4 | 0.86 |
(1) fragments selected for detection. (2) peptide was detected in variant (number of variant is available in Table 1). (3) peptide was not detected in variant (number of variant is available in Table 1). (4) peptide detected in another type of SEs. (5) five specific signature peptides were selected for the detection of type SEA, taking into account the four variants.
Qualitative performance of the LC-MS method for the 24 enterotoxins.
| SEA | SEB | SEC | SED | SEE | SEG | SEH | SEI | SElJ | SEK | SEL | SEM | SEN | SEO | SEP | SEQ | SER | SES | SET | SElU | SElX | SEY | SElZ | TSST1 | Total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Strains containing the | 14 | 7 | 17 | 6 | 3 | 23 | 6 | 26 | 9 | 8 | 16 | 24 | 25 | 26 | 5 | 9 | 9 | 2 | 1 | 20 | 42 | 10 | 6 | 9 | 323 |
| Strains negative for targeted | 35 | 42 | 32 | 43 | 46 | 26 | 43 | 23 | 40 | 41 | 33 | 25 | 24 | 23 | 44 | 40 | 40 | 47 | 48 | 29 | 7 | 39 | 43 | 40 | 853 |
| Corresponding enterotoxin detected | 14 | 7 | 17 | 6 | 3 | 23 | 6 | 26 | 9 | 8 | 15 | 24 | 19 | 23 | 5 | 9 | 9 | 2 | 1 | 18 | 42 | 10 | 6 | 9 | 311 |
| Positive deviation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 |
| Negative deviation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 |
| Specificity (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Sensitivity (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 93.8 | 100 | 76.0 | 88.5 | 100 | 100 | 100 | 100 | 100 | 90.0 | 100 | 100 | 100 | 100 | 96.3 |
| Accuracy (%) | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 98.0 | 100 | 87.7 | 93.9 | 100 | 100 | 100 | 100 | 100 | 95.9 | 100 | 100 | 100 | 100 | 99.0 |
Bias (%) calculated for SEA, SEB, SEC, SED, and SEE at the 12 concentrations of the calibration curve, established according to the Hi3 procedure.
| fMol | 10 | 20 | 40 | 100 | 200 | 400 | 1000 | 2000 | 4000 | 10,000 | 20,000 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| SEA | −79.7 | −49.4 | −37.9 | −22.6 | −13.0 | −9.0 | −12.6 | −10.5 | −9.0 | −12.6 | −3.6 |
| SEB | −53.6 | −26.5 | −28.6 | −18.6 | −11.8 | −3.7 | −8.3 | −8.5 | −6.4 | −10.0 | 0.5 |
| SEC | −43.3 | 24.6 | −1.5 | 28.1 | 29.4 | 34.9 | 33.9 | 31.9 | 32.6 | 32.0 | 36.5 |
| SED | −90.5 | −47.6 | −37.8 | −35.2 | −26.7 | −20.1 | −23.0 | −21.5 | −20.1 | −18.7 | −7.5 |
| SEE | −26.7 | −4.4 | 17.8 | 26.1 | 27.3 | 35.9 | 32.5 | 27.8 | 24.5 | 15.7 | 12.2 |
SE concentrations measured in the 49 contaminated BHI samples using the LC-MS method, the signature peptides database and the Hi3 procedure. LOQ = 1 ng/mL; (1) blank box: se gene not detected by genomic analysis and SEs not detected by LC-MS; (2) <1: below LoQ; (3) ND: se gene detected by genomic analysis but corresponding SE not detected by LC-MS.
| Concentration of Staphylococcal Enterotoxins Type | Total | ||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SEA | SEB | SEC | SED | SEE | SEG | SEH | SEI | SElJ | SEK | SEL | SEM | SEN | SEO | SEP | SEQ | SER | SES | SET | SElU | SElX | SEY | SElZ | TSST1 | ||
| 16SBCL1204 | (1) | <1 (2) | <1 | <1 | ND (3) | <1 | <1 | 1.4 | 2.0 | <1 | 3.4 | ||||||||||||||
| 10CEB282 | <1 | <1 | 2.3 | <1 | <1 | 1.5 | 3.9 | ||||||||||||||||||
| 15SBCL1428 | <1 | <1 | 1.2 | <1 | <1 | <1 | <1 | 6.1 | 7.3 | ||||||||||||||||
| 08CEB402 | 5.1 | 2.8 | 7.9 | ||||||||||||||||||||||
| 08CEB393 | <1 | <1 | <1 | <1 | <1 | <1 | <1 | 4.6 | 6.0 | 1.9 | 12.5 | ||||||||||||||
| 11CEB110 | 1.3 | <1 | 3.8 | <1 | <1 | 1.6 | <1 | 6.5 | 13.2 | ||||||||||||||||
| 19SBCL1059 | <1 | <1 | 3.8 | <1 | <1 | 5.4 | 8.9 | 18.0 | |||||||||||||||||
| 356E | 1.1 | <1 | 5.2 | <1 | <1 | 2.9 | 9.1 | 5.0 | 23.2 | ||||||||||||||||
| 16SBCL1028 | 8.0 | 17.1 | 25.1 | ||||||||||||||||||||||
| 16SBCL246 | 1.1 | <1 | 5.7 | <1 | 2.7 | 17.0 | 26.6 | ||||||||||||||||||
| 337E | 20.2 | <1 | <1 | 2.5 | <1 | <1 | <1 | 7.2 | 29.9 | ||||||||||||||||
| 15SBCL1438 | 2.2 | <1 | 10.0 | ND | ND | <1 | <1 | 4.4 | 11.2 | 2.9 | 30.7 | ||||||||||||||
| 14SBCL770 | 13.7 | <1 | <1 | <1 | ND | <1 | <1 | 28.7 | 42.4 | ||||||||||||||||
| 12CEB512 | <1 | <1 | 4.2 | <1 | <1 | 1.5 | 32.0 | 5.0 | 42.8 | ||||||||||||||||
| 18SBCL601 | 60.0 | 13.5 | 73.5 | ||||||||||||||||||||||
| 09CEB231 | 26.8 | 28.4 | <1 | 17.1 | 4.5 | 76.8 | |||||||||||||||||||
| 16SBCL899 | 18.6 | <1 | <1 | <1 | ND | ND | <1 | 59.6 | 78.2 | ||||||||||||||||
| 16SBCL259 | 44.5 | 46.8 | 91.3 | ||||||||||||||||||||||
| 09CEB314 | 23.0 | 70.1 | 93.1 | ||||||||||||||||||||||
| 45A | 80.1 | <1 | 15.2 | 2.1 | 97.4 | ||||||||||||||||||||
| 12CEB137 | 65.2 | 10.1 | 1.7 | 38.2 | 115.1 | ||||||||||||||||||||
| 18SBCL855 | 57.7 | 1.2 | <1 | <1 | 4.7 | <1 | <1 | 11.9 | 29.6 | 15.1 | 120.2 | ||||||||||||||
| 09CEB303 | 7.0 | 21.2 | 18.0 | 65.6 | 18.1 | 129.9 | |||||||||||||||||||
| 46A | 106.1 | 27.7 | 36.9 | 170.7 | |||||||||||||||||||||
| 15SBCL452 | 98.1 | <1 | <1 | <1 | 4.3 | <1 | <1 | 30.5 | 38.4 | 171.3 | |||||||||||||||
| 349E | 82.4 | 62.2 | <1 | 31.4 | 4.6 | 180.7 | |||||||||||||||||||
| 352E | 116.1 | <1 | 6.4 | ND | ND | ND | <1 | 3.7 | 5.6 | 73.0 | 204.8 | ||||||||||||||
| 06CEB196 | 39.9 | 67.4 | <1 | 27.0 | 40.0 | 33.2 | 12.2 | 219.7 | |||||||||||||||||
| 19SBCL591 | 56.5 | 62.6 | 32.4 | 69.7 | 25.9 | 247.1 | |||||||||||||||||||
| 43A | 218.4 | <1 | 121.9 | <1 | 30.2 | <1 | <1 | <1 | ND | 11.0 | 381.5 | ||||||||||||||
| 20SBCL08 | 393.7 | 1.9 | 4.6 | 18.9 | 7.2 | 1.3 | <1 | 4.2 | 32.6 | 464.4 | |||||||||||||||
| 17SBCL693 | 76.5 | 157.4 | 32.4 | 49.2 | 10.3 | 112.4 | 31.1 | 469.3 | |||||||||||||||||
| 16SBCL1368 | 28.2 | 167.2 | 11.1 | 45.7 | 386.9 | 639.2 | |||||||||||||||||||
| 44A | 550.5 | 37.8 | <1 | 61.4 | 9.7 | 5.9 | 665.4 | ||||||||||||||||||
| 05CEB52 | 710.8 | 2.6 | 1.3 | 2.3 | <1 | 2.0 | 3.1 | 52.5 | 35.4 | 3.6 | 813.7 | ||||||||||||||
| 05CEB53 | 1731.3 | <1 | <1 | 3.4 | 1.8 | <1 | <1 | 1.0 | 1737.5 | ||||||||||||||||
| 15SBCL1151 | 2434.4 | 3.6 | 6.9 | 41.3 | 12.6 | 1.4 | 2.7 | 95.8 | 62.1 | 2660.7 | |||||||||||||||
| 13CEB193 | 66.0 | 2592.1 | 6.9 | <1 | 460.5 | 3125.5 | |||||||||||||||||||
| 12CEB368 | 3285.9 | 32.1 | 41.0 | 1.5 | 7.4 | 3367.9 | |||||||||||||||||||
| 17SBCL330 | 3371.7 | <1 | <1 | 7.2 | 2.7 | <1 | <1 | 1.4 | 25.1 | 3408.2 | |||||||||||||||
| 06CEB83 | 3323.9 | 79.5 | 6.5 | 129.0 | 3538.9 | ||||||||||||||||||||
| 05CEB51 | 4341.8 | <1 | 52.1 | <1 | 12.5 | <1 | ND | <1 | <1 | 33.8 | 4440.3 | ||||||||||||||
| 17SBCL25 | 5154.5 | <1 | 1.0 | <1 | <1 | <1 | 46.2 | 5201.7 | |||||||||||||||||
| 13CEB437 | 5524.9 | <1 | <1 | ND | 2.6 | <1 | <1 | 1.5 | 5529.0 | ||||||||||||||||
| 12CEB496 | 124.1 | 5651.8 | 45.9 | 29.5 | 5851.2 | ||||||||||||||||||||
| 10CEB401 | 64.4 | 6238.2 | 20.5 | 13.5 | 44.5 | 9.5 | 6390.7 | ||||||||||||||||||
| 14A | 7798.6 | 30.1 | <1 | <1 | <1 | 7.9 | 2.0 | <1 | <1 | 47.1 | <1 | 7885.7 | |||||||||||||
| 14SBCL1004 | 94.1 | 8364.9 | 17.7 | 16.3 | 8493.0 | ||||||||||||||||||||
| 42A | 43.7 | 21,943.4 | 35.4 | 59.8 | 20.9 | 22,103.2 | |||||||||||||||||||
| Median | 60.5 | 3285.9 | 1731.3 | 60.0 | 44.5 | <1 | 56.0 | <1 | <1 | 33.9 | 10.3 | 2.4 | <1 | <1 | 5.4 | 59.8 | 29.6 | 12.0 | 65.6 | <1 | 11.6 | 5.0 | 5.8 | 59.6 | |
| max | 124.1 | 21,943.4 | 8364.9 | 80.1 | 106.1 | 3.6 | 121.9 | 6.9 | 7.0 | 49.2 | 79.5 | 12.6 | 1.4 | 2.7 | 11.9 | 112.4 | 47.1 | 18.0 | 65.6 | 4.2 | 70.1 | 35.4 | 36.9 | 460.5 | |
| min | 13.7 | 20.2 | 2.2 | 28.4 | 23.0 | <1 | 32.4 | <1 | <1 | 20.5 | 3.4 | <1 | <1 | <1 | <1 | 27.7 | 4.6 | 6.0 | 65.6 | <1 | <1 | 2.0 | <1 | 2.9 | |
| SE number | 14 | 7 | 17 | 6 | 3 | 23 | 6 | 26 | 9 | 8 | 16 | 24 | 25 | 26 | 5 | 9 | 9 | 2 | 1 | 20 | 42 | 10 | 6 | 9 | |
Figure 2Calibration curve for SEA●, SEB●, SEC●, SED● and SEE● toxins. Mean of the five curves used for quantification (dotted line) and mean ± 40% (dashed line). (A) Range up to 20,000 fmol/mL. (B) Range up to 2000 fmol/mL. (C) Range up to 200 fmol/mL.