| Literature DB >> 24727417 |
Jun Jiang1, Liang Feng2, Jie Li3, E Sun4, Shu-Min Ding5, Xiao-Bin Jia6.
Abstract
Suet oil (SO) has been used commonly for food and medicine preparation. The determination of its elemental composition has became an important challenge for human safety and health owing to its possible contents of heavy metals or other elements. In this study, ultrawave single reaction chamber microwave digestion (Ultrawave) and inductively coupled plasma-mass spectrometry (ICP-MS) analysis was performed to determine 14 elements (Pb, As, Hg, Cd, Fe, Cu, Mn, Ti, Ni, V, Sr, Na, Ka and Ca) in SO samples. Furthermore, the multielemental content of 18 SO samples, which represented three different sources in China: Qinghai, Anhui and Jiangsu, were evaluated and compared. The optimal ultrawave digestion conditions, namely, the optimal time (35 min), temperature (210 °C) and pressure (90 bar), were screened by Box-Behnken design (BBD). Eighteen samples were successfully classified into three groups by principal component analysis (PCA) according to the contents of 14 elements. The results showed that all SO samples were rich in elements, but with significant differences corresponding to different origins. The outliers and majority of SO could be discriminated by PCA according to the multielemental content profile. The results highlighted that the element distribution was associated with the origins of SO samples. The proposed ultrawave digestion system was quite efficient and convenient, which could be mainly attributed to its high pressure and special high-throughput for the sample digestion procedure. Our established method could be useful for the quality control and standardization of elements in SO samples and products.Entities:
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Year: 2014 PMID: 24727417 PMCID: PMC6271827 DOI: 10.3390/molecules19044452
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Origins of the samples and the ultrawave digestion procedure. (A) The distribution of the 18 batches of SO in China; (B) The ultrawave digestion procedure.
Ultrawave digestion procedure.
| Steps | Status | Temperature/°C | Time/min |
|---|---|---|---|
| 1 | 1600 W heating | 25–120 | 5 |
| 2 | Insulation | 120 | 5 |
| 3 | 1600 W heating | 120–210 | 5 |
| 4 | Insulation | 210 | 35 |
Precharged nitrogen pressure of 90 bar.
ANOVA for response surface model.
| Response | Final Equation | Std. Dev. | Mean | C.V. % | PRESS | R-Squared |
|---|---|---|---|---|---|---|
| Pb | Pb = 85.72 + 3.82A + 4.94B + 10.24C − 0.97AB + 2.28AC + 1.05BC − 5.03A2 − 4.68B2 − 4.79C2 | 6.32 | 75.81 | 8.34 | 2913.15 | 0.9021 |
| As | As = 83.56 + 4.29A + 2.96B + 11.96C − 1.36AB + 1.69AC − 0.44BC − 3.30A2 − 1.20B2 − 5.46C2 | 5.57 | 76.76 | 7.26 | 2152.43 | 0.9035 |
| Hg | Hg = 84.15 + 2.78A + 2.02B + 13.83C + 0.15AB + 1.48AC − 1.62BC − 3.74A2 − 2.89B2 − 5.56C2 | 4.95 | 75.81 | 6.52 | 1632.57 | 0.9341 |
| Cd | Cd = 82.92 + 3.13A + 2.37B + 13.21C + 0.30AB + 1.88AC − 1.27BC − 3.40A2 − 3.58B2 − 5.07C2 | 5.88 | 74.69 | 7.87 | 2239.73 | 0.9038 |
| Fe | Fe = 81.10 + 1.80A + 1.80B + 11.51C + 1.20AB + 2.23AC + 0.53BC − 1.48A2 − 3.25B2 − 4.19C2 | 4.58 | 75.01 | 6.10 | 1054.59 | 0.9175 |
| Cu | Cu = 83.23 + 3.44A + 4.06B + 10.68C − 1.36AB + 2.51AC − 1.36BC − 3.46A2 − 2.27B2 − 4.25C2 | 4.77 | 76.42 | 6.25 | 955.60 | 0.9151 |
| Mn | Mn = 85.88 + 5.23A + 4.67B + 10.41C − 0.50AB + 1.60AC − 2.02BC − 4.09A2 − 4.20B2 − 2.82C2 | 5.40 | 78.30 | 6.90 | 1939.88 | 0.9031 |
| Ti | Ti = 86.85 + 5.07A + 3.30B + 8.45C + 1.96AB + 1.96AC + 3.11BC − 4.23A2 − 3.47B2 − 2.97C2 | 3.32 | 79.56 | 4.17 | 253.82 | 0.9498 |
| Ni | Ni = 89.17 + 7.35A + 3.41B + 9.18C + 0.89AB + 3.39AC − 1.64BC − 6.99A2 − 3.68B2 − 2.36C2 | 3.92 | 80.27 | 4.89 | 726.98 | 0.9517 |
| V | V = 87.65 + 7.26A + 2.41B + 9.21C + 0.85AB + 6.05AC − 3.25BC − 5.74A2 − 2.96B2 − 4.18C2 | 3.23 | 78.85 | 4.10 | 789.74 | 0.9671 |
| Cr | Cr = 86.95 + 5.05A + 1.37B + 8.23C + 2.34AB + 2.14AC − 0.39BC − 6.88A2 − 2.58B2 − 3.33C2 | 6.02 | 78.22 | 7.70 | 2293.24 | 0.9060 |
| Na | Na = 73.30 + 2.44A + 4.97B + 10.24C − 0.075AB + 3.30AC + 2.08BC − 10.32A2 + 0.30B2 − 4.91C2 | 5.70 | 63.11 | 9.04 | 2112.79 | 0.9205 |
| K | K = 71.15 + 0.54A + 2.90B + 9.96C − 2.14AB + 3.66AC + 2.99BC − 9.80A2 + 0.29B2 − 5.65C2 | 6.64 | 60.80 | 10.92 | 3005.07 | 0.9062 |
| Ca | Ca = 78.15 + 1.02A + 0.82B + 8.36C + 1.79AB − 2.49AC + 2.54BC − 7.43A2 − 1.53B2 − 4.41C2 | 4.92 | 69.03 | 7.12 | 1449.21 | 0. 9176 |
A, Time; B, Temperature; C, Pressure.
Figure 2Optimization of ultrawave digestion parameters by BBD. (A) Response surface plots (3 D) of Pb, As, Hg, Cd, Fe, Cu, Mn, Ti; (B) Response surface plots (3 D) of Ni, V, Cr, Na, K, Ca.
The linear regression equations, the correlation coefficient (r), method detection limits(LOD, LOQ), precision, repeatability, and recovery of 14 elements under ICP-MS conditions.
| Elements | Linear equation | Linearity range μg/L | r | LOD μg/kg | LOQ μg/kg | Precision (RSD, n = 6) % | Repeatability (RSD, n = 6) % | Recovery (%) | |
|---|---|---|---|---|---|---|---|---|---|
| Intraday | Interday | ||||||||
| Pb | Y = 66211X | 0–10 | 0.9998 | 0.005 | 0.353 | 1.23 | 1.56 | 2.36 | 97.8 |
| As | Y = 1487.9X | 0–5000 | 1.0000 | 0.02 | 2.56 | 2.31 | 2.43 | 2.07 | 98.6 |
| Hg | Y = 6572.3X | 0–10 | 1.0000 | 0.004 | 0.708 | 1.43 | 1.63 | 3.24 | 96.4 |
| Cd | Y = 3955.5X | 0–10 | 1.0000 | 0.002 | 0.335 | 2.03 | 2.34 | 2.78 | 98.3 |
| Fe | Y = 215.19X | 0–5000 | 0.9981 | 0.09 | 3.64 | 1.78 | 2.44 | 2.78 | 97.4 |
| Cu | Y = 14242 X | 0–10 | 0.9996 | 0.008 | 3.091 | 2.58 | 1.96 | 3.35 | 88.7 |
| Mn | Y = 7966.1X | 0–50 | 1.0000 | 0.02 | 5.18 | 2.32 | 2.55 | 2.23 | 93.8 |
| Ti | Y = 168.39X | 0–500 | 0.9993 | 0.2 | 5.8 | 1.73 | 2.05 | 2.19 | 86.5 |
| Ni | Y = 10693X | 0–50 | 0.9982 | 0.009 | 5.668 | 1.99 | 2.57 | 2.47 | 90.4 |
| V | Y = 9399.3X | 0–10 | 1.0000 | 0.003 | 2.608 | 2.27 | 2.79 | 2.94 | 96.5 |
| Cr | Y = 1441.2X | 0–50 | 1.0000 | 0.002 | 6.088 | 1.66 | 2.16 | 2.38 | 99.2 |
| Na | Y = 45249X | 0–5000 | 0.9988 | 0.2 | 9.1 | 1.07 | 2.76 | 3.76 | 89.7 |
| K | Y = 15646X | 0–5000 | 0.9979 | 0.6 | 8.1 | 2.06 | 2.37 | 2.89 | 90.2 |
| Ca | Y = 51.87X | 0–500 | 0.9975 | 0.3 | 5.1 | 1.65 | 2.39 | 3.25 | 87.9 |
Contents of 14 types elements in 18 batchs of suet oil (n = 3).
| Origins | Batches | Content (mean ± SD, mg/kg) | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pb | As | Cd | Hg | Cu | Na | K | Ca | Ti | V | Cr | Mn | Fe | Ni | ||
| 1 | 0.0015 ± 0.0008 | 0.013 ± 0.005 | nd | 0.004 ± 0.001 | 0.82 ± 0.01 | 817 ± 4 | 584 ± 5 | 80 ± 4 | 21 ± 1 | 0.274 ± 0.007 | 9.81 ± 0.03 | 2.03 ± 0.03 | 224 ± 5 | 2.45 ± 0.06 | |
| 2 | 0.18 ± 0.01 | 0.093 ± 0.006 | nd | 0.0040 ± 0.0003 | 1.11 ± 0.09 | 386 ± 5 | 248 ± 6 | 29 ± 1 | 7.8 ± 0.1 | 0.14 ± 0.01 | 8.94 ± 0.04 | 1.03 ± 0.02 | 148 ± 6 | 1.02 ± 0.05 | |
| 3 | 0.20 ± 0.01 | 0.035 ± 0.007 | nd | 0.0030 ± 0.0001 | 1.45 ± 0.02 | 411 ± 6 | 314 ± 8 | 34 ± 4 | 8.07 ± 0.04 | 0.15 ± 0.01 | 8.0 ± 0.1 | 1.16 ± 0.01 | 145 ± 3 | 1.02 ± 0.01 | |
| 4 | 0.11 ± 0.01 | 0.026 ± 0.004 | nd | 0.0020 ± 0.0001 | 0.43 ± 0.01 | 323 ± 3 | 206 ± 6 | 24 ± 2 | 5.60 ± 0.06 | 0.113 ± 0.006 | 7.90 ± 0.05 | 0.816 ± 0.008 | 120 ± 5 | 0.94 ± 0.01 | |
| 5 | 0.70 ± 0.03 | 784 ± 8 | 0.012 ± 0.001 | 0.0002 ± 0.0001 | 0.276 ± 0.004 | 360 ± 4 | 214 ± 5 | 26 ± 3 | 8.79 ± 0.07 | 0.150 ± 0.004 | 7.9 ± 0.1 | 1.02 ± 0.01 | 179 ± 7 | 0.593 ± 0.008 | |
| 6 | 0.13 ± 0.01 | 561 ± 11 | 0.0010 ± 0.0003 | 0.0015 ± 0.0001 | 0.239 ± 0.008 | 632 ± 4 | 444 ± 9 | 59 ± 4 | 19.4 ± 0.1 | 0.172 ± 0.003 | 4.07 ± 0.05 | 1.88 ± 0.02 | 181 ± 4 | 3.79 ± 0.07 | |
| 7 | 1.4 ± 0.1 | 0.34 ± 0.02 | 0.030 ± 0.006 | 0.025 ± 0.001 | 1.34 ± 0.02 | 580 ± 7 | 392 ± 7 | 50 ± 2 | 11.61 ± 0.01 | 0.194 ± 0.002 | 7.72 ± 0.03 | 1.36 ± 0.02 | 157 ± 4 | 1.42 ± 0.02 | |
| 8 | 0.8 ± 0.1 | 0.26 ± 0.02 | 0.016 ± 0.002 | 0.015 ± 0.001 | 0.90 ± 0.02 | 703 ± 8 | 488 ± 7 | 59 ± 3 | 18.57 ± 0.08 | 0.162 ± 0.004 | 4.00 ± 0.06 | 1.68 ± 0.02 | 188 ± 2 | 2.38 ± 0.02 | |
| 9 | 1.3 ± 0.1 | 0.31 ± 0.02 | 0.020 ± 0.003 | 0.020 ± 0.001 | 1.21 ± 0.01 | 291 ± 5 | 147 ± 5 | 26 ± 1 | 5.76 ± 0.08 | 0.084 ± 0.005 | 4.356 ± 0.002 | 0.91 ± 0.02 | 93.1 ± 0.2 | 0.59 ± 0.03 | |
| 10 | 1.4 ± 0.1 | 0.30 ± 0.02 | 0.027 ± 0.003 | 0.018 ± 0.001 | 1.49 ± 0.02 | 320 ± 5 | 159 ± 5 | 29 ± 3 | 4.82 ± 0.07 | 0.224 ± 0.009 | 6.570 ± 0.002 | 0.91 ± 0.01 | 151 ± 3 | 2.52 ± 0.02 | |
| 11 | 1.2 ± 0.1 | 0.273 ± 0.008 | 0.021 ± 0.001 | 0.0165 ± 0.0004 | 1.606 ± 0.006 | 426 ± 5 | 253 ± 6 | 41 ± 3 | 8.2 ± 0.1 | 0.142 ± 0.001 | 7.074 ± 0.006 | 1.04 ± 0.01 | 126 ± 2 | 0.99 ± 0.01 | |
| 12 | 0.9 ± 0.1 | 0.104 ± 0.009 | 0.013 ± 0.001 | 0.013 ± 0.001 | 0.844 ± 0.006 | 296 ± 8 | 170 ± 6 | 27 ± 2 | 6.17 ± 0.04 | 0.1005 ± 0.0008 | 7.12 ± 0.04 | 0.79 ± 0.01 | 90.9 ± 0.8 | 2.74 ± 0.03 | |
| 13 | 0.8 ± 0.1 | 0.04 ± 0.01 | 0.003 ± 0.001 | 0.0095 ± 0.0002 | 0.589 ± 0.009 | 306 ± 6 | 170 ± 6 | 22 ± 1 | 4.95 ± 0.04 | 0.099 ± 0.008 | 7.158 ± 0.013 | 0.72 ± 0.05 | 89 ± 2 | 0.86 ± 0.04 | |
| 14 | 1.2 ± 0.1 | 0.226 ± 0.006 | nd | 0.023 ± 0.002 | 0.90 ± 0.01 | 246 ± 6 | 127 ± 7 | 23 ± 1 | 4.16 ± 0.03 | 0.095 ± 0.002 | 6.08 ± 0.04 | 0.73 ± 0.05 | 83 ± 1 | 0.52 ± 0.02 | |
| 15 | 0.8 ± 0.1 | 0.21 ± 0.02 | 0.0055 ± 0.0003 | 0.0065 ± 0.0002 | 0.586 ± 0.007 | 196 ± 5 | 94 ± 2 | 18 ± 2 | 4.55 ± 0.04 | 0.079 ± 0.003 | 5.15 ± 0.03 | 0.62 ± 0.06 | 79 ± 2 | nd | |
| 16 | 0.7 ± 0.1 | 0.212 ± 0.008 | 0.0030 ± 0.0008 | 0.0090 ± 0.0008 | 0.53 ± 0.01 | 264 ± 5 | 122 ± 3 | 22 ± 2 | 3.81 ± 0.02 | 0.092 ± 0.002 | 5.96 ± 0.04 | 0.62 ± 0.01 | 83.8 ± 0.5 | 0.134 ± 0.002 | |
| 17 | 0.70 ± 0.07 | 0.12 ± 0.01 | 0.0030 ± 0.0008 | 0.0085 ± 0.0003 | 0.756 ± 0.007 | 301 ± 6 | 141 ± 2 | 28 ± 2 | 4.10 ± 0.04 | 0.094 ± 0.004 | 5.98 ± 0.06 | 0.753 ± 0.006 | 85.8 ± 0.4 | 1.22 ± 0.01 | |
| 18 | 0.91 ± 0.08 | 0.041 ± 0.006 | 0.006 ± 0.001 | 0.0095 ± 0.0004 | 0.620 ± 0.004 | 294 ± 4 | 141 ± 3 | 22 ± 2 | 4.0 ± 0.2 | 0.086 ± 0.002 | 5.92 ± 0.02 | 0.61 ± 0.01 | 71.6 ± 0.8 | nd | |
nd, not detected (concentration below the LOD).
The total variance explained for PCA of 14 elements in 18 batches of SO.
| Component | Initial Eigenvalues | Extraction Sums of Squared Loadings | ||||
|---|---|---|---|---|---|---|
| Total | % of Variance | Cumulative % | Total | % of Variance | Cumulative % | |
| 1 | 7.209 | 51.491 | 51.491 | 7.209 | 51.491 | 51.491 |
| 2 | 3.160 | 22.572 | 74.062 | 3.160 | 22.572 | 74.062 |
| 3 | 1.482 | 10.586 | 84.649 | 1.482 | 10.586 | 84.649 |
| 4 | 0.951 | 6.794 | 91.443 | |||
| 5 | 0.479 | 3.423 | 94.866 | |||
| 6 | 0.301 | 2.153 | 97.019 | |||
| 7 | 0.179 | 1.280 | 98.299 | |||
| 8 | 0.134 | 0.960 | 99.259 | |||
| 9 | 0.059 | 0.418 | 99.677 | |||
| 10 | 0.019 | 0.133 | 99.810 | |||
| 11 | 0.014 | 0.102 | 99.913 | |||
| 12 | 0.008 | 0.060 | 99.973 | |||
| 13 | 0.003 | 0.018 | 99.991 | |||
| 14 | 0.001 | 0.009 | 100.000 | |||
Extraction Method: Principal Component Analysis.
The component matrix of PCA analysis for 14 elements in 18 batches of SO.
| Elements | Component | ||
|---|---|---|---|
| 1 | 2 | 3 | |
| Pb | −0.440 | 0.825 | 0.251 |
| As | 0.294 | −0.400 | 0.563 |
| Cd | 0.032 | 0.869 | 0.205 |
| Hg | −0.232 | 0.902 | 0.108 |
| Cu | 0.018 | 0.776 | −0.469 |
| Na | 0.966 | 0.112 | 0.001 |
| K | 0.970 | 0.057 | −0.042 |
| Ca | 0.955 | 0.152 | −0.005 |
| Ti | 0.965 | −0.012 | 0.166 |
| V | 0.851 | 0.253 | −0.220 |
| Cr | 0.226 | −0.159 | −0.825 |
| Mn | 0.982 | 0.055 | 0.089 |
| Fe | 0.939 | 0.023 | −0.039 |
| Ni | 0.732 | 0.132 | 0.244 |
Extraction Method: Principal Component Analysis.
Figure 3The 3 D scatter plots obtained from PCA of 18 batches SO samples.