| Literature DB >> 30935130 |
Ali Mohamed Ali Alsharif1,2, Yeun-Mun Choo3, Guan-Huat Tan4.
Abstract
Mycotoxins are common food contaminants which cause poisoning and severe health risks to humans and animals. The present study applied chemometric approach in liquid chromatography-tandem mass spectrometry (LC-MS/MS) optimization for simultaneous determination of mycotoxins, i.e., aflatoxins B1, B2, G1, and G2, and ochratoxin A. The validated quick, easy, cheap, effective, rugged, and safe (QuEChERS)-LC-MS/MS method was used to study the occurrence of mycotoxins in 120 food matrices. The recovery ranges from 81.94% to 101.67% with relative standard deviation (RSD) lesser than 11%. Through the developed method, aflatoxins were detected in raisin, pistachio, peanut, wheat flour, spice, and chili samples with concentration ranges from 0.45 to 16.93 µg/kg. Trace concentration of ochratoxin A was found in wheat flour and peanut samples which ranged from 1.2 to 3.53 µg/kg. Some of the tested food samples contained mycotoxins of above the European legal maximum limit.Entities:
Keywords: Box–Behnken design; LC-MS/MS; Plackett–Burman design; QuEChERS; aflatoxin; mycotoxins; ochratoxin
Mesh:
Substances:
Year: 2019 PMID: 30935130 PMCID: PMC6520768 DOI: 10.3390/toxins11040196
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Mycotoxins MS data.
| Mycotoxin | Molecular Formula |
| [M + H]+ | Product Ion ( | Collision Energy |
|---|---|---|---|---|---|
| AFB1 | C17H12O6 | 312.0634 | 313.1 | 241.1 | 41 |
| 285.2 | 25 | ||||
| AFB2 | C17H14O6 | 314.0790 | 315.1 | 259.1 | 29 |
| 287.2 | 29 | ||||
| AFG1 | C17H12O7 | 328.0583 | 329.1 | 243.1 | 29 |
| 215.2 | 37 | ||||
| AFG2 | C17H14O7 | 330.0740 | 331.1 | 313.1 | 25 |
| 245.0 | 29 | ||||
| OTA | C20H18ClNO6 | 403.0823 | 404.0 | 221.0 | 38 |
| 239.0 | 26 |
Liquid chromatography-tandem mass spectrometry (LC-MS/MS) optimization parameters.
| Factors | Optimized Univariate Parameter | Optimized Multivariate Parameter | PBD Lower Level | PBD Upper Level | BBD Lower Level | BBD Upper Level |
|---|---|---|---|---|---|---|
| Mobile phase additive | Ammonium formate & formic acid | n.a. | n.a. | n.a. | n.a. | n.a. |
| Mobile phase pH | 3 | 3 | 3 | 7 | n.a. | n.a. |
| Organic solvent (%) | 50 | 60 | 30 | 60 | 40 | 60 |
| Flow rate (mL/min) | 0.15 | 0.2 | 0.10 | 0.20 | 0.10 | 0.20 |
| Column temperature (°C) | 30 | 30 | 25 | 35 | n.a. | n.a. |
| Injection volume (L) | 3 | 4 | 2 | 5 | 2 | 4 |
| Sheath gas flow rate (L/min) | 11 | 11 | 9 | 12 | n.a. | n.a. |
| Sheath gas temperature (°C) | 250 | 250 | 150 | 250 | n.a. | n.a. |
| Gas flow rate (L/min) | 12 | 14 | 12 | 18 | 12 | 16 |
| Gas temperature (°C) | 200 | 170 | 150 | 250 | 150 | 250 |
| Nebulizer pressure (psi) | 25 | 25 | 20 | 35 | n.a. | n.a. |
| Collision energy (eV) | n.a. | n.a. | 25 | 40 | n.a. | n.a. |
n.a.: not applicable.
Figure 1Plackett–Burman design (PBD) standardized Pareto chart for (A) total chromatographic peak area (TCPA) and (B) mean retention time (MRT).
Box–Behnken Design (BBD) analysis of variance (ANOVA) data.
| Source | DF | TCPA | MRT | ||
|---|---|---|---|---|---|
| Model | 20 | 2.53 | 0.015 | 133.30 | 0.000 |
| Blocks | 1 | 4.62 | 0.042 | 7.31 | 0.012 |
| Linear | 5 | 4.18 | 0.007 | 547.40 | 0.000 |
| OS | 1 | 0.91 | 0.350 | 1927.53 | 0.000 |
| FR | 1 | 1.10 | 0.305 | 807.80 | 0.000 |
| IV | 1 | 17.33 | 0.000 | 1.60 | 0.219 |
| GT | 1 | 0.87 | 0.361 | 0.06 | 0.806 |
| GF | 1 | 0.70 | 0.412 | 0.01 | 0.908 |
| Square | 5 | 3.61 | 0.014 | 0.82 | 0.550 |
| OS*OS | 1 | 1.85 | 0.186 | 0.44 | 0.513 |
| FR*FR | 1 | 0.07 | 0.798 | 3.02 | 0.095 |
| IV*IV | 1 | 0.04 | 0.848 | 0.19 | 0.664 |
| GT*GT | 1 | 5.20 | 0.032 | 1.18 | 0.287 |
| GF*GF | 1 | 11.66 | 0.002 | 0.02 | 0.889 |
| 2-Way Interaction | 10 | 0.96 | 0.497 | 5.10 | 0.001 |
| OS*FR | 1 | 0.35 | 0.560 | 45.54 | 0.000 |
| OS*IV | 1 | 4.62 | 0.042 | 0.95 | 0.338 |
| OS*GT | 1 | 0.02 | 0.882 | 0.43 | 0.517 |
| OS*GF | 1 | 0.08 | 0.781 | 1.26 | 0.273 |
| FR*IV | 1 | 1.00 | 0.326 | 0.75 | 0.395 |
| FR*GT | 1 | 0.00 | 0.998 | 1.72 | 0.202 |
| FR*GF | 1 | 2.39 | 0.135 | 0.00 | 0.983 |
| IV*GT | 1 | 0.30 | 0.588 | 0.12 | 0.737 |
| IV*GF | 1 | 0.27 | 0.606 | 0.01 | 0.910 |
| GT*GF | 1 | 0.60 | 0.445 | 0.21 | 0.648 |
| Lack-of-Fit | 20 | 0.95 | 0.593 | 0.57 | 0.825 |
DF: Degree of freedom, FR: flow rate, F-Value: Fisher test value, GF: gas flow, GT: gas temperature, IV: injection volume, MRT: Mean retention time, OS: organic solvent, p-Value: Probability value, TCPA: Total chromatogram peak area. *: interaction between factors.
Figure 2BBD main effects Plots for (A) TCPA and (B) MRT.
LC-MS/MS validation data.
| Mycotoxins | AFB1 | AFB2 | AFG1 | AFG2 | OTA | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Range (µg/L) | 0.018–50 | 0.012–15 | 0.018–50 | 0.012–15 | 0.02–50 | |||||
| a | b | a | b | a | b | a | b | a | b | |
| R2 | 0.9999 | 0.9998 | 0.9994 | 0.9992 | 0.9997 | 0.9995 | 0.9999 | 0.9998 | 0.9998 | 0.9993 |
| IDL (ng) | 1.75 | 2.35 | 2.93 | 3.01 | 2.60 | 3.22 | 3.12 | 3.61 | 1.41 | 2.48 |
| Intra-day Precision (RSD%) | 1.32 | 1.67 | 0.64 | 1.84 | 0.81 | 1.23 | 1.17 | 1.25 | 2.75 | 3.67 |
| Inter-day Precision (RSD%) | 2.78 | 2.95 | 1.63 | 1.70 | 0.97 | 1.80 | 3.6 | 3.11 | 3.3 | 3.89 |
AFB1: Aflatoxin B1; AFB2: Aflatoxin B2; AFG1: Aflatoxin G1; AFG2: Aflatoxin G2; OTA: Ochratoxin A; R2: regression coefficient; IDL: instrumental detection limit; RSD: relative standard deviation; a: standard in methanol; b: standard spiked in aflatoxin-free peanut extract.
QuEChERS-LC-MS/MS method concentration range, R2, LOD, and LOQ.
| Mycotoxins | Apple Juice | Raisin | Wheat Flour | Peanut | Spice Mixture | |
|---|---|---|---|---|---|---|
|
| Range | 1–30 | 1–30 | 1–30 | 1–30 | 1–30 |
| R2 | 0.9991 | 0.9994 | 0.9993 | 0.9991 | 0.9989 | |
| LOD | 0.05 | 0.06 | 0.05 | 0.08 | 0.08 | |
| LOQ | 0.08 | 0.08 | 0.08 | 0.13 | 0.13 | |
|
| Range | 0.3–10 | 0.3–10 | 0.3–10 | 0.3–10 | 0.3–10 |
| R2 | 0.9990 | 0.9989 | 0.9990 | 0.9988 | 0.9987 | |
| LOD | 0.06 | 0.05 | 0.05 | 0.08 | 0.08 | |
| LOQ | 0.09 | 0.09 | 0.08 | 0.10 | 0.10 | |
|
| Range | 1–30 | 1–30 | 1–30 | 1–30 | 1–30 |
| R2 | 0.9992 | 0.9992 | 0.9991 | 0.9990 | 0.9989 | |
| LOD | 0.08 | 0.075 | 0.08 | 0.08 | 0.08 | |
| LOQ | 0.13 | 0.13 | 0.13 | 0.13 | 0.13 | |
|
| Range | 0.3–10 | 0.3–10 | 0.3–10 | 0.3–10 | 0.3–10 |
| R2 | 0.9989 | 0.9986 | 0.9987 | 0.9986 | 0.9984 | |
| LOD | 0.06 | 0.05 | 0.05 | 0.08 | 0.08 | |
| LOQ | 0.09 | 0.09 | 0.08 | 0.10 | 0.10 | |
|
| Range | 1–30 | 1–30 | 1–30 | 0.1–30 | 1–30 |
| R2 | 0.9991 | 0.9991 | 0.9989 | 0.9968 | 0.9967 | |
| LOD | 0.07 | 0.07 | 0.08 | 0.09 | 0.1 | |
| LOQ | 0.10 | 0.10 | 0.20 | 0.20 | 0.30 | |
µg/L for liquid samples and µg/kg for non-liquid samples.
The quick, easy, cheap, effective, rugged, and safe (QuEChERS)-LC-MS/MS method recovery, intra- and inter-day precision.
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| AFB1 | 5 | 97.40 | 1.50 | 2.12 | 100.15 | 0.69 | 0.82 | 99.62 | 3.00 | 2.49 | |||||
| 10 | 99.92 | 1.38 | 4.01 | 99.45 | 1.16 | 1.28 | 100.70 | 0.46 | 0.43 | ||||||
| 30 | 99.98 | 0.21 | 0.23 | 99.64 | 3.43 | 4.86 | 99.80 | 0.54 | 2.30 | ||||||
| AFB2 | 1.5 | 100.72 | 0.96 | 3.38 | 99.60 | 1.34 | 1.10 | 97.33 | 1.22 | 2.48 | |||||
| 3 | 99.19 | 1.06 | 1.33 | 100.11 | 2.30 | 3.57 | 99.53 | 1.09 | 1.16 | ||||||
| 10 | 100.27 | 1.94 | 3.27 | 99.28 | 1.99 | 3.31 | 98.40 | 1.30 | 2.57 | ||||||
| AFG1 | 5 | 96.75 | 1.17 | 2.25 | 98.80 | 1.61 | 1.01 | 99.07 | 1.17 | 3.46 | |||||
| 10 | 100.87 | 1.75 | 4.21 | 99.45 | 1.07 | 5.60 | 100.1 | 0.65 | 6.62 | ||||||
| 30 | 99.66 | 2.84 | 1.55 | 98.78 | 2.68 | 2.98 | 101.45 | 2.82 | 2.30 | ||||||
| AFG2 | 1.5 | 96.75 | 1.18 | 1.90 | 98.80 | 1.60 | 5.47 | 88.80 | 3.01 | 6.18 | |||||
| 3 | 97.45 | 1.10 | 1.77 | 99.45 | 1.06 | 1.30 | 96.63 | 0.65 | 3.65 | ||||||
| 10 | 99.09 | 0.70 | 0.75 | 97.73 | 0.60 | 2.94 | 97.83 | 4.04 | 2.77 | ||||||
| OTA | 5 | 96.75 | 1.17 | 1.92 | 90.70 | 1.61 | 1.01 | 94.29 | 6.37 | 4.04 | |||||
| 10 | 99.56 | 0.48 | 0.54 | 97.21 | 1.03 | 1.40 | 100.7 | 0.66 | 6.48 | ||||||
| 30 | 98.04 | 0.55 | 1.35 | 98.28 | 0.12 | 0.88 | 97.93 | 0.55 | 1.35 | ||||||
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| AFB1 | 5 | 98.92 | 0.61 | 1.11 | 93.80 | 1.65 | 3.37 | ||||||||
| 10 | 99.88 | 1.06 | 1.93 | 97.81 | 2.33 | 1.63 | |||||||||
| 30 | 98.88 | 0.60 | 3.29 | 99.73 | 0.89 | 5.55 | |||||||||
| AFB2 | 1.5 | 92.58 | 0.80 | 4.24 | 90.43 | 3.16 | 7.20 | ||||||||
| 3 | 96.31 | 1.70 | 2.30 | 96.81 | 2.33 |
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| 10 | 99.93 | 0.54 | 2.65 | 98.54 | 6.29 | 4.20 | |||||||||
| AFG1 | 5 | 95.06 | 5.48 | 2.28 | 99.82 | 1.17 | 1.63 | ||||||||
| 10 | 101.67 | 1.06 | 10.10 | 97.81 | 2.33 | 8.04 | |||||||||
| 30 | 97.60 | 1.85 | 6.27 | 99.83 | 0.61 | 3.34 | |||||||||
| AFG2 | 1.5 | 88.03 | 1.17 | 7.10 | 84.52 | 1.18 | 7.73 | ||||||||
| 3 | 87.78 | 1.05 | 6.30 | 84.22 | 2.33 | 9.02 | |||||||||
| 10 | 94.78 | 0.54 | 8.55 | 84.10 | 3.56 | 10.28 | |||||||||
| OTA | 5 | 91.62 | 1.17 | 4.51 | 85.99 | 7.25 | 8.17 | ||||||||
| 10 | 91.97 | 0.19 | 4.67 | 81.94 | 2.33 | 9.49 | |||||||||
| 30 | 94.90 | 0.56 | 6.36 | 87.40 | 0.55 | 8.71 | |||||||||
Conc: concentration; RE: recovery; Intra: intraday precision; Inter: interday precision. a µg/L for liquid samples and µg/kg for non-liquid samples.
Comparison of the developed method with other methods.
| Method | Matrix | Mycotoxins | * R2 | LOQ | * RSD (%) | RE (%) | Ref. |
|---|---|---|---|---|---|---|---|
| QuEChERS-LC-MS/MS | High oil content | AFG2 | >0.9942 | 1.25 | <20 | 73.66 | [ |
| AFG1 | >0.9857 | 1.25 | <19 | 78.00 | |||
| AFB2 | >0.9938 | 1.25 | <14 | 80.00 | |||
| AFB1 | >0.9787 | 1.25 | <19 | 68.33 | |||
| OTA | >0.9939 | 5.00 | <17 | 76.00 | |||
| QuEChERS-LC-MS/MS | High oil content | AFG2 | 0.9987 | 0.21 | <6 | 93.0 | [ |
| AFG1 | 0.9979 | 0.21 | <3 | 95..0 | |||
| AFB2 | 0.9983 | 0.21 | <5 | 97.0 | |||
| AFB1 | 0.9991 | 0.21 | <5 | 99.9 | |||
| OTA | 0.9987 | 0.74 | - | - | |||
| QuEChERS-LC-MS/MS | High-sugar and high-water content | AFG2 | 0.9988 | 0.18 | <18 | 94.39 | [ |
| AFG1 | 0.9988 | 0.75 | <16 | 87.95 | |||
| AFB2 | 0.9993 | 0.39 | <8 | 94.41 | |||
| AFB1 | 0.9990 | 0.75 | <11 | 100.29 | |||
| OTA | 0.9998 | 0.3 | <17 | 96.06 | |||
| QuEChERS-LC-MS/MS | Food containing complex components (Different species and medicinal herbs) | AFG2 | >0.9996 | 0.25 | <10 | 76.19 | [ |
| AFG1 | >0.9947 | 1.00 | <9 | 82.58 | |||
| AFB2 | >0.9968 | 0.25 | <7 | 87.94 | |||
| AFB1 | >0.9933 | 1.00 | <10 | 84.39 | |||
| OTA | >0.9996 | 0.5 | <16 | 66.5 | |||
| QuEChERS-LC-MS/MS | Different food matrices | AFG2 | >0.9984 | 0.08-0.10 | <11 | 93.06 | Present work |
| AFG1 | >0.9989 | 0.13 | <11 | 99.11 | |||
| AFB2 | >0.9987 | 0.08-0.10 | <7 | 97.94 | |||
| AFB1 | >0.9989 | 0.08-0.13 | <6 | 99.04 | |||
| OTA | >0.9967 | 0.10-0.30 | <10 | 93.82 |
* “>” signify greater than and “<” signify lesser than; RE: recovery percentage.
An occurrence of mycotoxins in food samples.
| Sample | NS | Concentration (µg/L for Liquid Samples & µg/kg for Non-Liquid Samples) | ||||
|---|---|---|---|---|---|---|
| AFB1 | AFB2 | AFG1 | AFG2 | OTA | ||
| Apple juice | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Grape juice | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Orange juice | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Pomegranate juice | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Raisin | 10 | 2.73, 5.67 | 0.84, 1.33 | 1.50, 2.50 | 1.47 | n.d. |
| Dried-fig | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Wheat flour | 10 | 1.50, 7.33, 10.12 | 0.45, 2.70 | 1.80, 2.61 | n.d. | 1.2 |
| Barley flour | 10 | n.d. | n.d. | n.d. | n.d. | n.d. |
| Non-roasted peanut | 10 | 5.36, 10.23 | 1.45, 2.22 | 2.00, 4.35 | 0.76, 0.82 | 1.20, 3.53 |
| Roasted pistachio | 10 | 5.30, 5.48, 7.48, 10.15 | 1.46, 1.60, 3.47 | 1.90, 2.1, 2.5, 3.31 | 0.81, 0.90 | n.d. |
| Chili | 10 | 4.90, 5.26, 8.70, 16.93 | 1.45, 4.69, 8.11 | 1.76, 1.89, 2.10, 6.96 | 0.71, 0.96 | n.d. |
| Mixed spice | 10 | 4.70, 7.41, 10.69, 14.36 | 1.52, 2.26, 3.43, 4.13 | 1.55, 1.79, 7.74 | n.d. | n.d. |
n.d.: not detected, NS: Number of samples.