| Literature DB >> 34201609 |
Songtao Wang1,2, Zongjun Gao3, Yuqi Zhang3, Hairui Zhang1,2, Zhen Wu1,2, Bing Jiang1,2, Yang Liu1,2, Hongzhi Dong3.
Abstract
This study investigated the characteristics and sources of heavy metals in a soil-ginger system and assessed their health risks. To this end, 321 topsoil samples and eight soil samples from a soil profile, and 18 ginger samples with root-soil were collected from a ginger-planting area in the Jing River Basin. The average concentration of heavy metals in the topsoil followed the order: Cr > Zn > Pb > Ni > Cu > As > Cd > Hg. In the soil profile, at depths greater than 80 cm, the contents of Cr, Ni, and Zn tended to increase with depth, which may be related to the parent materials, whereas As and Cu contents showed little change. In contrast, Pb content decreased sharply from top to bottom, which may be attributable to external environmental and anthropogenic factors. Multivariate statistical analysis showed that Cr, Ni, Cu, Zn, and Cd contents in soil are affected by natural sources, Pb and As contents are significantly affected by human activities, and Hg content is affected by farmland irrigation. Combined results of the single pollution index (Pi), geo-accumulation index (Igeo), and potential ecological risk assessment (Ei and RI) suggest that soil in the study area is generally not polluted by heavy metals. In ginger, Zn content was the highest (2.36 mg/kg) and Hg content was the lowest (0.0015 mg/kg). Based on the bioconcentration factor, Cd and Zn have high potential for enrichment in ginger. With reference to the limit of heavy metals in tubers, Cr content in ginger exceeds the standard in the study area. Although Cr does not accumulate in ginger, Cr enrichment in soil significantly increases the risk of excessive Cr content in ginger.Entities:
Keywords: Jing River Basin; ginger; health risk assessment; heavy metals; soil
Mesh:
Substances:
Year: 2021 PMID: 34201609 PMCID: PMC8268833 DOI: 10.3390/ijerph18136749
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Location map of the study area (a) Location of Shandong Province (b) Location of the study area (c) Sampling location.
Classification of P, I, E and RI.
| Index | Equation | Category | Degree | |
|---|---|---|---|---|
| Single pollution index ( |
| (2) | Nonpollution (soil), clean (crop) | |
| 0.7 ≤ | Nonpollution (soil), slightly clean (crop) | |||
| 1 ≤ | Slight pollution (soil), moderate pollution (crop) | |||
| 2 ≤ | Moderate pollution (soil and crop) | |||
| Heavy pollution (soil and crop) | ||||
| Geo-accumulation index ( |
| (3) | Nonpollution | |
| 0 ≤ | Slight pollution | |||
| 1 ≤ | Moderate pollution | |||
| 2 ≤ | Moderate to heavy pollution | |||
| 3 ≤ | Heavy pollution | |||
| 4 ≤ | Heavy to extreme pollution | |||
| Extreme pollution | ||||
| Potential ecological risk assessment method ( |
| (4) | Low potential ecological risk | |
| 40 ≤ | Moderate potential ecological risk | |||
| 80 ≤ | Considerable potential ecological risk | |||
| 160 ≤ | High potential ecological risk | |||
| Extreme potential ecological risk | ||||
C: measured concentration of the ith heavy metal; C: the limit value of the ith heavy metal; C: background value of the ith heavy metal; E: single-factor potential ecological risk index of the ith heavy metal; T: toxicity coefficient of the ith heavy metal; RI: the comprehensive ecological risk of the ith heavy metal.
Statistical characteristics of heavy metal contents in surface soil (mg/kg).
| Data | Cr | Ni | Cu | Zn | As | Cd | Hg | Pb | pH |
|---|---|---|---|---|---|---|---|---|---|
| Mean | 66.92 | 25.04 | 19.4 | 51.68 | 6.4 | 0.1 | 0.03 | 25.65 | 6.21 |
| Minimum | 48.1 | 14.9 | 7.5 | 32.1 | 3.32 | 0.06 | 0.01 | 16.1 | 4.24 |
| Maximum | 92.1 | 39.4 | 47.6 | 83.7 | 11.16 | 0.24 | 0.17 | 81.2 | 7.72 |
| CV | 0.12 | 0.18 | 0.37 | 0.18 | 0.21 | 0.25 | 0.57 | 0.28 | 0.1 |
| Shandong background value | 62 | 27.1 | 22.6 | 63.3 | 8.6 | 0.13 | 0.03 | 23.6 | 7.32 |
| K | 1.08 | 0.92 | 0.86 | 0.82 | 0.74 | 0.78 | 1.08 | 1.09 | 0.85 |
K: ratio of mean value to the background value in Shandong.
Figure 2Contents of heavy metals (HMs) in soil profiles.
Results of the KMO test and Bartlett’s test.
| KMO and Bartlett’s Test | ||
|---|---|---|
| Kaiser–Meyer–Olkin Measure of Sampling Adequacy. | 0.715 | |
| Bartlett’s Test of Sphericity | Approx. Chi-Square | 968.005 |
| df | 28 | |
| Sig. | 0.000 | |
Explanation of total variance.
| Component | Initial Eigenvalues | Extraction Sums of Squared Loadings | ||||
|---|---|---|---|---|---|---|
| Total | % of Variance | Cumulative % | Total | % of Variance | Cumulative % | |
| 1 | 3.232 | 40.406 | 40.406 | 3.232 | 40.406 | 40.406 |
| 2 | 1.261 | 15.759 | 56.164 | 1.261 | 15.759 | 56.164 |
| 3 | 1.090 | 13.630 | 69.794 | 1.090 | 13.630 | 69.794 |
| 4 | 0.789 | 9.860 | 79.654 | |||
| 5 | 0.720 | 9.000 | 88.653 | |||
| 6 | 0.432 | 5.404 | 94.058 | |||
| 7 | 0.354 | 4.421 | 98.479 | |||
| 8 | 0.122 | 1.521 | 100.000 | |||
Component matrix.
| Heavy Metal | Component | ||
|---|---|---|---|
| 1 | 2 | 3 | |
| Cr |
| −0.457 | −0.062 |
| Ni |
| −0.284 | −0.205 |
| Cu |
| 0.276 | −0.185 |
| Zn |
| −0.239 | 0.214 |
| As | 0.414 |
| −0.122 |
| Cd |
| 0.132 | 0.350 |
| Hg | 0.103 | 0.137 |
|
| Pb | 0.382 |
| −0.123 |
Bold data show higher factor loadings.
Figure 3Scatter diagram of FA: (a) Factor 1 vs. Factor 2; (b) Factor 1 vs. Factor 3.
Figure 4Dendrogram of HCA.
Statistical characteristics of heavy metal contents in ginger (mg/kg).
| Data | Cr | Ni | Cu | Zn | As | Cd | Hg | Pb |
|---|---|---|---|---|---|---|---|---|
| Sample number | 18 | 18 | 18 | 18 | 18 | 18 | 18 | 18 |
| Mean | 0.52 | 0.55 | 0.84 | 2.36 | 0.02 | 0.0096 | 0.0015 | 0.04 |
| Minimum | 0.11 | 0.27 | 0.51 | 1.34 | 0.01 | 0.0025 | 0.0015 | 0.01 |
| Maximum | 1.68 | 1.20 | 2.05 | 3.46 | 0.03 | 0.0280 | 0.0015 | 0.09 |
| CV | 0.72 | 0.46 | 0.41 | 0.26 | 0.31 | 0.74 | 0.00 | 0.51 |
| BCF | 0.0066 | 0.0184 | 0.0267 | 0.0343 | 0.0024 | 0.0687 | 0.0335 | 0.0013 |
Statistical characteristics of heavy metal contents in root–soil (mg/kg).
| Data | Cr | Ni | Cu | Zn | As | Cd | Hg | Pb |
|---|---|---|---|---|---|---|---|---|
| Sample number | 18 | 18 | 18 | 18 | 18 | 18 | 18 | 18 |
| Mean | 79.49 | 29.81 | 31.31 | 68.81 | 7.43 | 0.14 | 0.04 | 31.83 |
| Minimum | 57.90 | 19.70 | 23.30 | 44.80 | 5.50 | 0.07 | 0.02 | 25.10 |
| Maximum | 93.70 | 40.30 | 51.00 | 105.00 | 9.59 | 0.38 | 0.07 | 49.70 |
| CV | 0.12 | 0.17 | 0.22 | 0.20 | 0.17 | 0.55 | 0.28 | 0.21 |
Correlation analysis of heavy metal contents in ginger.
| Heavy Metal | Cr | Ni | Cu | Zn | As | Cd | Pb |
|---|---|---|---|---|---|---|---|
| Cr | 1 | 0.790 ** | 0.197 | 0.362 | 0.114 | 0.498 * | 0.331 |
| Ni | 1 | 0.356 | 0.091 | −0.015 | 0.672 ** | 0.373 | |
| Cu | 1 | 0.166 | −0.271 | 0.331 | 0.238 | ||
| Zn | 1 | 0.172 | 0.268 | 0.119 | |||
| As | 1 | 0.044 | 0.050 | ||||
| Cd | 1 | 0.162 | |||||
| Pb | 1 |
** Correlation is significant at the 0.01 level (2-tailed). * Correlation is significant at the 0.05 level (2-tailed).
Figure 5Box plot of heavy metal contents in surface soil.
Values of P, I, E, and RI.
|
|
|
|
| |
|---|---|---|---|---|
| Cr | 0.45 | −0.47 | 2.16 | 91.59 |
| Ni | 0.36 | −0.70 | 4.62 | |
| Cu | 0.39 | −0.80 | 4.29 | |
| Zn | 0.26 | −0.88 | 0.82 | |
| As | 0.16 | −1.01 | 7.44 | |
| Cd | 0.34 | −0.94 | 23.46 | |
| Hg | 0.07 | −0.47 | 43.37 | |
| Pb | 0.28 | −0.46 | 5.43 |
Figure 6Box plot of heavy metal contents in ginger.