First Results on Moss Biomonitoring of Trace Elements in the Central Part of Georgia, Caucasus
Abstract
:1. Introduction
2. Experimental
2.1. Study Area
2.2. Moss Sampling
2.3. Sample Preparation and Elemental Analysis
2.4. Quality Control of ENAA and AAS
2.5. Data Analysis Using PCA
2.6. Construction of GIS Maps
3. Results and Discussion
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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SRM | Sample | Element | Obtained | Certified | SRM | Sample | Element | Obtained | Certified |
---|---|---|---|---|---|---|---|---|---|
2709a | FFA1 | Na | 21,647 ± 1602 | 21,900 ± 811 | FFA1 | 2709a | Rb | 100.4 ± 16.6 | 99.00 ± 2.97 |
1547 | 1575a | Mg | 1086.5 ± 59.8 | 1060 ± 170 | FFA1 | 2709a | Sr | 239.8 ± 21.1 | 239.00 ± 5.98 |
1632c | 1633c | Al | 133,841 ± 4016 | 132,800 ± 6109 | 2709a | 1632c | Zr | 18.31 ± 4.86 | 16.0 ± 4.8 |
1549 | 1632c | Cl | 1120 ± 77 | 1139 ± 41 | 2709a | FFA1 | Sb | 17.92 ± 3.79 | 17.6 ± 2.5 |
2709a | FFA1 | K | 22,498 ± 1373 | 22,000 ± 6600 | 1549 | 1547 | I | 0.394 ± 0.099 | 0.30 ± 0.09 |
1633c | 2709a | Ca | 19,711 ± 1814 | 19,100 ± 898 | 2709a | 667 | Cs | 7.9 ± 0.3 | 7.80 ± 0.71 |
2709a | 667 | Sc | 13.82 ± 0.35 | 13.7 ± 0.7 | 2709a | 1632c | Ba | 41.83 ± 6.03 | 41.1 ± 1.61 |
1633c | 2710a | Ti | 2928 ± 205 | 3110 ± 72 | 667 | 2709a | La | 21.26 ± 1.13 | 21.7 ± 0.4 |
1633c | 1632c | V | 22.79 ± 1.03 | 23.72 ± 0.53 | 667 | 2709a | Ce | 42.26 ± 2.79 | 42.00 ± 1.01 |
FFA1 | 667 | Cr | 181.6 ± 11.9 | 178 ± 16 | 667 | FFA1 | Nd | 51.44 ± 6.49 | 56.8 ± 3.7 |
1575a | 1547 | Mn | 97.83 ± 5.97 | 98 ± 3 | 667 | 1632c | Sm | 1.021 ± 0.092 | 1.078 ± 0.029 |
FFA1 | 2709a | Fe | 34,306 ± 1784 | 33,600 ± 706 | 667 | 2709a | Eu | 0.833 ± 0.067 | 0.83 ± 0.02 |
2709a | FFA1 | Co | 39.87 ± 1.36 | 39.8 ± 1.7 | 667 | FFA1 | Tb | 1.285 ± 0.047 | 1.38 ± 0.14 |
2709a | 1632c | Ni | 9.56 ± 0.76 | 9.32 ± 0.52 | FFA1 | 667 | Yb | 2.49 ± 0.23 | 2.200 ± 0.091 |
2709a | 667 | Zn | 177.11 ± 9.04 | 175 ± 13 | FFA1 | 1632c | Hf | 0.508 ± 0.047 | 0.585 ± 0.011 |
FFA1 | 1632c | As | 6.07 ± 0.36 | 6.18 ± 0.28 | 667 | FFA1 | Ta | 1.774 ± 0.055 | 2.11 ± 0.17 |
1632c | 2709a | Se | 1.02 ± 0.18 | 1.5 ± 0.45 | FFA1 | 2709a | Th | 10.95 ± 0.43 | 10.9 ± 0.2 |
667 | 1632c | Br | 21.08 ± 0.85 | 18.7 ± 0.4 | 2709a | 1632c | U | 0.51 ± 0.03 | 0.52 ± 0.02 |
Element | Certified | Obtained |
---|---|---|
Cd | 0.54 ± 0.02 | 0.54 ± 0.01 |
Cu | 5.0 ± 0.10 | 4.6 ± 0.3 |
Pb | 0.20 ± 0.06 | 0.18 ± 0.01 |
Element | Georgia, 2019 Present Study | Georgia, 2014–2017 [8] | North Macedonia, 2015 [19] | Bulgaria, 2015/16 [20] | Norway, 2015 [21] | |||||
---|---|---|---|---|---|---|---|---|---|---|
n—number of samples | n = 35 | n = 120 | n = 72 | n = 115 | n = 229 | |||||
Element | Median | Range | Median | Range | Median | Range | Median | Range | Median | Range |
Na | 482 | 169–1350 | 581 | 101–3000 | 190 | 140–380 | 225 | 79–1560 | 210 | 60–800 |
Mg | 2640 | 1910–4420 | 3060 | 1220–11600 | 1900 | 1200–3800 | 2080 | 514–8550 | 1350 | 470–3280 |
Al | 2770 | 1610–9680 | 4295 | 759–24,500 | 2100 | 750–7400 | 2310 | 569–10,900 | 460 | 100–3050 |
Cl | 132 | 56–635 | 185 | 57.3–1080 | ND | ND | 78.8 | 16.6–861 | ND | ND |
K | 5930 | 3970–8860 | 5935 | 2030–15,000 | 6000 | 3100–14,000 | 5670 | 3250–14,200 | 3560 | 1770–6400 |
Ca | 8400 | 5490–12,400 | 8255 | 4620–17,100 | 6900 | 3500–13,000 | 6630 | 606–14,200 | 3030 | 1820–7230 |
Sc | 0.8 | 0.36–2.1 | 1.11 | 0.17–6.58 | ND | ND | 0.41 | 0.10–3.13 | 0.09 | 0.02–1.4 |
Ti | 238 | 129–596 | 349.5 | 68.6–2100 | ND | ND | 143 | 46.4–764 | 24 | 6–152 |
V | 6.5 | 3.85–16.2 | 9.4 | 1.71–54 | 3.3 | 0.47–11 | 3.89 | 1.3–22.7 | 1.2 | 0.3–14 |
Cr | 6.6 | 3.14–15.5 | 7.75 | 14,337 | 5.7 | 11,536.00 | 2.73 | 0.219–25 | 0.7 | 0.2–17 |
Mn | 142 | 64–377 | 141 | 230,306 | 160 | 33–510 | 180 | 39–551 | 400 | 40–1660 |
Fe | 2410 | 1150–6110 | 2725 | 404–14,100 | 1700 | 510–4600 | 1190 | 376–7240 | 310 | 78–8125 |
Co | 1 | 0.36–2.6 | 1.43 | 0.23–8.12 | 0.6 | 0.16–2 | 0.59 | 0.197–3.29 | 0.2 | 0.06–23 |
Ni | 4.9 | 1.6–10.8 | 5.56 | 1.92–24.2 | 3.5 | 0.68–63 | 2.1 | 0.45–13.5 | 1.1 | 0.4–550 |
Cu * | 8.93 | 6.58–13.7 | 5.54 | 0.13–143 | 4.6 | 3.0–8.3 | 7.36 | 3.2–46.88 | 4.2 | 1.8–370 |
Zn | 32 | 20–54 | 28.85 | 7.15–75.2 | 30 | дек.66 | 28 | 9–101 | 31 | 8–409 |
As | 0.58 | 0.27–27.6 | 1.05 | 0.18–83.3 | 0.54 | 0.13–1.4 | 0.45 | 0.20–3.57 | 0.13 | 0.04–4.72 |
Se | 0.18 | 0.09–0.37 | 0.23 | 0.068–0.65 | ND | ND | 0.2 | 0.008–0.67 | 0.3 | 0.009–2 |
Br | 4.4 | 1.84–8.1 | 6.31 | 2.33–25.2 | ND | ND | 2.8 | 1.2–9.4 | ND | ND |
Rb | 7.2 | 4.1–16.4 | 10.55 | 2.92–34.2 | 5.3 | 02.02.2028 | 7.38 | 2.24–50.7 | 12.4 | 1.4–81 |
Sr | 37.6 | 24–68 | 43.85 | 17.2–157 | 25 | 6.5-220 | 25 | 11.3–122 | 13.6 | 3.8–60 |
Zr | 9.4 | 3.5–25 | 10.55 | 1.19–67.9 | ND | ND | ND | ND | ND | ND |
Mo | 0.57 | 0.37–6.3 | 0.35 | 0.14–2.1 | 0.17 | 0.08–0.51 | ND | ND | ND | ND |
Cd * | 0.12 | 0.058–0.35 | 5.57 | 0.01–0.58 | 0.23 | 0.018–0.88 | 0.1 | 0.02–1.56 | 0.08 | 0.02–1.33 |
Sb | 0.13 | 0.07–0.72 | 0.15 | 0.049–1.36 | ND | ND | 0.11 | 0.04–0.51 | 0.07 | 0.007–0.38 |
I | 2.04 | 1.14–4.35 | 0.16 | 0.58–11.8 | ND | ND | 1.28 | 0.48–2.99 | ND | ND |
Cs | 0.263 | 0.16–0.97 | 2.48 | 0.036–2.67 | ND | ND | 0.207 | 0.0716–1.8 | 0.16 | 0.02–1.63 |
Ba | 37 | 17–100 | 0.42 | 4.98–365 | 42 | 9.7–180 | 46 | 14.2–309 | 25 | 5.3–130 |
La | 1.57 | 0.82–6.2 | 51.3 | 0.34–12 | ND | ND | 1.35 | 0.39–22.6 | 0.32 | 0.07–3.5 |
Ce | 2.97 | 1.38–9.2 | 2.15 | 0.31–21.7 | ND | ND | 2.4 | 0.5–29.2 | 0.61 | 0.10–4.78 |
Nd | 1.73 | 0.87–7.6 | 3.75 | 0.45–10.7 | ND | ND | 1.3 | 0.2–24.1 | 0.23 | 0.01–2.24 |
Sm | 0.26 | 0.12–1.17 | 2.04 | 0.031–2.7 | ND | ND | ND | ND | 0.05 | 0.004–0.38 |
Eu | 0.054 | 0.02–0.22 | 0.34 | 0.023–0.52 | ND | ND | 0.07 | 0.009–0.92 | 0.04 | 0.01–0.19 |
Tb | 0.04 | 0.02–0.15 | 0.1 | 0.011–0.31 | ND | ND | 0.03 | 0.005–0.42 | 0.01 | <0.001–0.09 |
Yb | 0.15 | 0.054–0.51 | 0.05 | 0.022–0.8 | ND | ND | 0.1 | 0.03–1.08 | 0.003 | <0.001–0.016 |
Hf | 0.24 | 0.11–0.76 | 0.15 | 0.041–1.81 | ND | ND | 0.16 | 0.04–1.44 | ND | ND |
Ta | 0.046 | 0.02–0.13 | 0.27 | 0.0069–0.28 | ND | ND | 0.04 | 0.009–0.28 | ND | ND |
W | 0.14 | 0.04–0.41 | 0.06 | 0.026–0.67 | ND | ND | 0.1 | 0.02–1.44 | ND | ND |
Pb * | 4.33 | 2.34–8.21 | 0.11 | 0.18–9.1 | 4.9 | 2.2–14 | 10.7 | 3.72–102.8 | 0.05 | 0.001–0.4 |
Th | 0.45 | 0.18–1.57 | 0.51 | 0.063–2.9 | ND | ND | 0.39 | 0.09–2.8 | 0.03 | 0.007–1.5 |
U | 0.12 | 0.06–0.34 | 0.16 | 0.021–1.25 | ND | ND | 0.12 | 0.03–3.2 | 0.006 | 0.002–0.08 |
Variable | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Communality |
---|---|---|---|---|---|
Na | 0.72 | 0.21 | 0.53 | 0.21 | 0.98 |
Al | 0.82 | −0.16 | −0.15 | −0.43 | 1.00 |
Cl | −0.10 | 0.83 | 0.04 | 0.19 | 0.92 |
K | −0.08 | 0.87 | 0.18 | −0.06 | 0.81 |
Ca | 0.27 | 0.03 | -0.05 | −0.80 | 0.80 |
Sc | 0.93 | 0.07 | 0.19 | 0.14 | 1.00 |
Ti | 0.93 | −0.07 | 0.21 | −0.12 | 0.98 |
V | 0.86 | −0.07 | −0.07 | −0.30 | 0.99 |
Cr | 0.90 | 0.14 | 0.18 | 0.19 | 0.99 |
Fe | 0.94 | 0.05 | 0.20 | 0.11 | 1.00 |
Co | 0.69 | 0.01 | 0.38 | 0.28 | 0.94 |
Ni | 0.67 | 0.34 | 0.32 | 0.40 | 0.97 |
Zn | 0.10 | 0.78 | 0.20 | −0.12 | 0.83 |
As | 0.30 | 0.07 | 0.89 | −0.12 | 0.97 |
Se | 0.07 | 0.69 | −0.09 | 0.54 | 0.92 |
Br | 0.19 | 0.65 | 0.00 | 0.65 | 0.94 |
Sb | 0.34 | 0.24 | 0.85 | 0.00 | 0.98 |
I | 0.18 | 0.74 | −0.08 | 0.54 | 0.96 |
Th | 0.90 | −0.05 | 0.29 | 0.06 | 0.89 |
U | 0.85 | 0.05 | 0.41 | 0.15 | 1.00 |
Cd | 0.27 | 0.49 | 0.10 | 0.64 | 1.00 |
Pb | 0.19 | 0.26 | 0.12 | 0.71 | 0.91 |
Cu | −0.07 | 0.80 | 0.06 | 0.27 | 0.92 |
W | 0.26 | 0.03 | 0.72 | 0.32 | 0.84 |
Expl.Var | 8.39 | 4.75 | 3.10 | 3.49 | 19.72 |
Prp.Totl | 0.35 | 0.20 | 0.13 | 0.15 | 0.82 |
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Chaligava, O.; Nikolaev, I.; Khetagurov, K.; Lavrinenko, Y.; Bazaev, A.; Frontasyeva, M.; Vergel, K.; Grozdov, D. First Results on Moss Biomonitoring of Trace Elements in the Central Part of Georgia, Caucasus. Atmosphere 2021, 12, 317. https://doi.org/10.3390/atmos12030317
Chaligava O, Nikolaev I, Khetagurov K, Lavrinenko Y, Bazaev A, Frontasyeva M, Vergel K, Grozdov D. First Results on Moss Biomonitoring of Trace Elements in the Central Part of Georgia, Caucasus. Atmosphere. 2021; 12(3):317. https://doi.org/10.3390/atmos12030317
Chicago/Turabian StyleChaligava, Omari, Igor Nikolaev, Khetag Khetagurov, Yulia Lavrinenko, Anvar Bazaev, Marina Frontasyeva, Konstantin Vergel, and Dmitry Grozdov. 2021. "First Results on Moss Biomonitoring of Trace Elements in the Central Part of Georgia, Caucasus" Atmosphere 12, no. 3: 317. https://doi.org/10.3390/atmos12030317
APA StyleChaligava, O., Nikolaev, I., Khetagurov, K., Lavrinenko, Y., Bazaev, A., Frontasyeva, M., Vergel, K., & Grozdov, D. (2021). First Results on Moss Biomonitoring of Trace Elements in the Central Part of Georgia, Caucasus. Atmosphere, 12(3), 317. https://doi.org/10.3390/atmos12030317