Research article |
|
|
|
|
Occurrence, sources, and relationships of soil microplastics with adsorbed heavy metals in the Ebinur Lake Basin, Northwest China |
ZHANG Zhaoyong1,*(), GUO Jieyi2,3, WANG Pengwei2,3 |
1School of Environment and Surveying Engineering, Suzhou University, Suzhou 234000, China 2College of Resource and Environmental Sciences, Xinjiang University, Urumqi 830046, China 3Key Laboratory of Oasis Ecology, Ministry of Education, Xinjiang University, Urumqi 830046, China |
|
|
Abstract There is a lack of research on soil microplastics in arid oases considering the rapid economic development of northwestern China. Here, we studied the occurrence and sources of microplastics in soil, as well as the relationships between microplastics and adsorbed heavy metals in the Ebinur Lake Basin, a typical arid oasis in China. Results showed that (1) the average microplastic content in all soil samples was 36.15 (±3.27) mg/kg. The contents of microplastics at different sampling sites ranged from 3.89 (±1.64) to 89.25 (±2.98) mg/kg. Overall, the proportions of various microplastic shapes decreased in the following order: film (54.25%)>fiber (18.56%)>particle (15.07%)>fragment (8.66%)>foam (3.46%); (2) among all microplastic particles, white particles accounted for the largest proportion (52.93%), followed by green (24.15%), black (12.17%), transparent (7.16%), and yellow particles (3.59%). The proportions of microplastic particle size ranges across all soil samples decreased in the following order: 1000-2000 µm (40.88%)>500-1000 µm (26.75%)>2000-5000 µm (12.30%)>100-500 µm (12.92%)>0-100 µm (7.15%). FTIR (Fourier transform infrared) analyses showed that polyethylene terephthalate (PET), polypropylene (PP), polycarbonate (PC), polyethylene (PE), and polystyrene (PS) occurred in the studied soil; (3) random forest predictions showed that industrial and agricultural production activities and the discharge of domestic plastic waste were related to soil microplastic pollution, in which agricultural plastic film was the most important factor in soil pollution in the study area; and (4) seven heavy metals extracted from microplastics in the soil samples showed significant positive correlations with soil pH, EC, total salt, N, P, and K contents (P<0.01), indicating that these soil factors could significantly affect the contents of heavy metals carried by soil microplastics. This research demonstrated that the contents of soil microplastics are lower than other areas of the world, and they mainly come from industrial and agricultural activities of the Ebinur Lake Basin.
|
Received: 29 April 2022
Published: 30 August 2022
|
Corresponding Authors:
* ZHANG Zhaoyong (E-mail: baiyangdian313@163.com)
|
|
|
[1] |
Abuduwaili J, Zhang Z Y, Jiang F Q. 2015. Assessment of the distribution, sources and potential ecological risk of heavy metals in the dry surface sediment of Aibi Lake in northwest China. PLoS ONE, 10(3): e0120001, doi: 10.1371/journal.pone.0120001.
doi: 10.1371/journal.pone.0120001
|
|
|
[2] |
Andrady A L. 2011. Microplastics in the marine environment. Marine Pollution Bulletin, 62(8): 1596-1605.
doi: 10.1016/j.marpolbul.2011.05.030
|
|
|
[3] |
Andrady A L. 2017. The plastic in microplastics: A review. Marine Pollution Bulletin, 119(1): 12-22.
doi: 10.1016/j.marpolbul.2017.01.082
|
|
|
[4] |
Antipov E A, Pokryshevskaya E B. 2012. Mass appraisal of residential apartments: An application of random forest for valuation and a CART-based approach for model diagnostics. Expert Systems with Applications, 39(2): 1772-1778.
doi: 10.1016/j.eswa.2011.08.077
|
|
|
[5] |
Arias-Estévez M, López-Periago E, Martínez-Carballo E, et al. 2008. The mobility and degradation of pesticides in soils and the pollution of groundwater resources. Agriculture, Ecosystems and Environment, 123(4): 247-260.
doi: 10.1016/j.agee.2007.07.011
|
|
|
[6] |
Bradney L, Wijesekara H, Palansooriya K N, et al. 2019. Particulate plastics as a vector for toxic trace-element uptake by aquatic and terrestrial organisms and human health risk. Environment International, 131: 104937, doi: 10.1016/j.envint.2019.104937.
doi: 10.1016/j.envint.2019.104937
|
|
|
[7] |
Browne M A, Crump P, Niven S J, et al. 2011. Accumulation of microplastic on shorelines worldwide: Sources and sinks. Environmental Science and Technology, 45(21): 9175-9179.
doi: 10.1021/es201811s
|
|
|
[8] |
Browne M A. 2015. Sources and pathways of microplastics to habitats. Marine Anthropogenic Litter, 3(9): 229-244.
|
|
|
[9] |
Chae Y, An Y J. 2018. Current research trends on plastic pollution and ecological impacts on the soil ecosystem: A review. Environmental Pollution, 240: 387-395.
doi: 10.1016/j.envpol.2018.05.008
|
|
|
[10] |
Chen Y, Leng Y, Liu X, et al. 2020. Microplastic pollution in vegetable farmlands of suburb Wuhan, central China. Environmental Pollution, 257: 113-119.
|
|
|
[11] |
Cole M, Lindeque P, Fileman E, et al. 2013. Microplastic ingestion by zooplankton. Environmental Science and Technology, 47(12): 6646-6655.
doi: 10.1021/es400663f
|
|
|
[12] |
Corradini F, Meza P, Eguiluz R, et al. 2019. Evidence of microplastic accumulation in agricultural soils from sewage sludge disposal. Science of the Total Environment, 671: 411-420.
doi: 10.1016/j.scitotenv.2019.03.368
|
|
|
[13] |
Costa M F, Barletta M. 2015. Microplastics in coastal and marine environments of the western tropical and sub-tropical Atlantic Ocean. Environmental Science: Processes and Impacts, 17(11): 1868-1879.
doi: 10.1039/C5EM00158G
|
|
|
[14] |
de Souza Machado A A, Lau C W, Till J, et al. 2018. Impacts of microplastics on the soil biophysical environment. Environmental Science and Technology, 52(17): 9656-9665.
doi: 10.1021/acs.est.8b02212
|
|
|
[15] |
Ding L, Zhang S, Wang X, et al. 2020. The occurrence and distribution characteristics of microplastics in the agricultural soils of Shaanxi Province, in northwestern China. Science of the Total Environment, 720: 137-145.
|
|
|
[16] |
Eerkes-Medrano D, Thompson R C, Aldridge D C. 2015. Microplastics in freshwater systems: A review of the emerging threats, identification of knowledge gaps and prioritisation of research needs. Water Research, 75: 63-82.
doi: 10.1016/j.watres.2015.02.012
pmid: 25746963
|
|
|
[17] |
Eriksen M, Mason S, Wilson S, et al. 2013. Microplastic pollution in the surface waters of the Laurentian Great Lakes. Marine Pollution Bulletin, 77(1-2): 177-182.
pmid: 24449922
|
|
|
[18] |
Fischer E K, Paglialonga L, Czech E, et al. 2016. Microplastic pollution in lakes and lake shoreline sediments-a case study on Lake Bolsena and Lake Chiusi (Central Italy). Environmental Pollution, 213: 648-657.
doi: 10.1016/j.envpol.2016.03.012
|
|
|
[19] |
Free C M, Jensen O P, Mason S A, et al. 2014. High-levels of microplastic pollution in a large, remote, mountain lake. Marine Pollution Bulletin, 85(1): 156-163.
doi: 10.1016/j.marpolbul.2014.06.001
|
|
|
[20] |
He D, Luo Y, Lu S, et al. 2018. Microplastics in soils: analytical methods, pollution characteristics and ecological risks. TrAC Trends in Analytical Chemistry, 109: 163-172.
doi: 10.1016/j.trac.2018.10.006
|
|
|
[21] |
Helcoski R, Yonkos L T, Sanchez A, et al. 2020. Wetland soil microplastics are negatively related to vegetation cover and stem density. Environmental Pollution, 256: 113-119.
|
|
|
[22] |
Hernández-Sánchez C, González-Sálamo J, Ortega-Zamora C, et al. 2021. Microplastics: an emerging and challenging research field. Current Analytical Chemistry, 17(7): 894-901.
doi: 10.2174/1573411016999201029194655
|
|
|
[23] |
Huerta L E, Mendoza V J, Ku Q V, et al. 2017. Field evidence for transfer of plastic debris along a terrestrial food chain. Scientific Reports, 7: 14071, doi: 10.1038/s41598-017-14588-2.
doi: 10.1038/s41598-017-14588-2
|
|
|
[24] |
Hütsch B W, Augustin J, Merbach W. 2002. Plant rhizodeposition-an important source for carbon turnover in soils. Journal of Plant Nutrition and Soil Science, 165(4): 397-407.
doi: 10.1002/1522-2624(200208)165:4<397::AID-JPLN397>3.0.CO;2-C
|
|
|
[25] |
Ju Z C, Jin D C, Deng Y. 2021. The interaction between plastics and microorganisms in soil and their ecological effects. China Environmental Science, 41(5): 2352-2361. (in Chinese)
|
|
|
[26] |
Kang P, Ji B, Zhao Y, et al. 2020. How can we trace microplastics in wastewater treatment plants: A review of the current knowledge on their analysis approaches. Science of the Total Environment, 745(2): 140-149.
|
|
|
[27] |
Koelmans A A, Redondo-Hasselerharm P E, Mohamed Nor N H, et al. 2020. Solving the nonalignment of methods and approaches used in microplastic research to consistently characterize risk. Environmental Science and Technology, 54(19): 12307-12315.
doi: 10.1021/acs.est.0c02982
|
|
|
[28] |
Kooi M, Reisser J, Slat B, et al. 2016. The effect of particle properties on the depth profile of buoyant plastics in the ocean. Scientific Reports, 6: 33882, doi: 10.1038/srep33882.
doi: 10.1038/srep33882
|
|
|
[29] |
Lahive E, Walton A, Horton A A, et al. 2019. Microplastic particles reduce reproduction in the terrestrial worm Enchytraeus crypticus in a soil exposure. Environmental Pollution, 255: 113-118.
|
|
|
[30] |
Law K L, Thompson R C. 2014. Microplastics in the seas. Science, 345(3): 144-145.
doi: 10.1126/science.1254065
|
|
|
[31] |
Li X. 2013. Using "random forest" for classification and regression. Chinese Journal of Applied Entomology, 50(4): 1190-1197. (in Chinese)
|
|
|
[32] |
Liu M, Lu S, Song Y, et al. 2018. Microplastic and mesoplastic pollution in farmland soils in suburbs of Shanghai, China. Environmental Pollution, 242: 855-862.
doi: 10.1016/j.envpol.2018.07.051
|
|
|
[33] |
Lu R K. 2002. Soil Agrochemical Analysis Methods. Beijing: China Agricultural Science and Technology Press, 456-475. (in Chinese)
|
|
|
[34] |
Lv W, Zhou W, Lu S, et al. 2019. Microplastic pollution in rice-fish co-culture system: A report of three farmland stations in Shanghai, China. Science of the Total Environment, 652: 1209-1218.
|
|
|
[35] |
Malankowska M, Echaide-Gorriz C, Coronas J. 2021. Microplastics in marine environment: a review on sources, classification, and potential remediation by membrane technology. Environmental Science: Water Research and Technology, 7(2): 243-258.
doi: 10.1039/D0EW00802H
|
|
|
[36] |
Mohanty M, Sinha N K, Reddy K S, et al. 2013. How important is the quality of organic amendments in relation to mineral N availability in soils?. Agricultural Research, 2(2): 99-110.
doi: 10.1007/s40003-013-0052-z
|
|
|
[37] |
Obbard R W, Sadri S, Wong Y Q, et al. 2014. Global warming releases microplastic legacy frozen in Arctic Sea ice. Earth's Future, 2(6): 315-320.
doi: 10.1002/2014EF000240
|
|
|
[38] |
Oni B A, Ayeni A O, Agboola O, et al. 2020. Comparing microplastics contaminants in (dry and raining) seasons for Ox-Bow Lake in Yenagoa, Nigeria. Ecotoxicology and Environmental Safety, 198: 110-118.
|
|
|
[39] |
Piehl S, Leibner A, Löder M G, et al. 2018. Identification and quantification of macro- and microplastics on an agricultural farmland. Scientific Reports, 8: 17950, doi: 10.1038/s41598-018-36172-y.
doi: 10.1038/s41598-018-36172-y
|
|
|
[40] |
Qi R, Jones D L, Li Z, et al. 2020. Behavior of microplastics and plastic film residues in the soil environment: A critical review. Science of the Total Environment, 703: 134-142.
|
|
|
[41] |
Qi Y, Yang X, Pelaez A M, et al. 2018. Macro- and micro-plastics in soil-plant system: effects of plastic mulch film residues on wheat (Triticum aestivum) growth. Science of the Total Environment, 645: 1048-1056.
doi: 10.1016/j.scitotenv.2018.07.229
|
|
|
[42] |
Rezaei M, Riksen M J, Sirjani E, et al. 2019. Wind erosion as a driver for transport of light density microplastics. Science of the Total Environment, 669: 273-281.
doi: 10.1016/j.scitotenv.2019.02.382
|
|
|
[43] |
Rillig M C, Ziersch L, Hempel S. 2017. Microplastic transport in soil by earthworms. Scientific Reports, 7: 1362, doi: 10.1038/s41598-017-01594-7.
doi: 10.1038/s41598-017-01594-7
|
|
|
[44] |
Rosowiecka O, Nawrocki J. 2010. Assessment of soils pollution extent in surroundings of ironworks based on magnetic analysis. Studia Geophysica and Geodaetica, 54(1): 185-194.
doi: 10.1007/s11200-010-0009-7
|
|
|
[45] |
Scheurer M, Bigalke M. 2018. Microplastics in Swiss floodplain soils. Environmental Science and Technology, 52(6): 3591-3598.
doi: 10.1021/acs.est.7b06003
pmid: 29446629
|
|
|
[46] |
Shen M, Song B, Zhu Y, et al. 2020. Removal of microplastics via drinking water treatment: Current knowledge and future directions. Chemosphere, 251: 126-132.
|
|
|
[47] |
Sihag P, Karimi S M, Angelaki A. 2019. Random forest, M5P and regression analysis to estimate the field unsaturated hydraulic conductivity. Applied Water Science, 9(5): 129, doi: 10.1007/s13201-019-1007-8.
doi: 10.1007/s13201-019-1007-8
|
|
|
[48] |
Sruthy S, Ramasamy E V. 2017. Microplastic pollution in Vembanad Lake, Kerala, India: The first report of microplastics in lake and estuarine sediments in India. Environmental Pollution, 222: 315-322.
|
|
|
[49] |
Statistics Bureau of Xinjiang Autonomous Region (SBXAR). 2020. Xinjiang Statistical Yearbook 2020. Beijing: People's Publishing House, 679-696. (in Chinese)
|
|
|
[50] |
Taylor M L, Gwinnett C, Robinson L F, et al. 2016. Plastic microfibre ingestion by deep-sea organisms. Scientific Reports, 6: 33997, doi: 10.1038/srep33997.
doi: 10.1038/srep33997
pmid: 27687574
|
|
|
[51] |
Vaughan R, Turner S D, Rose N L. 2017. Microplastics in the sediments of a UK urban lake. Environmental Pollution, 229: 10-18.
doi: 10.1016/j.envpol.2017.05.057
|
|
|
[52] |
Waldrop M P, Wickland K P, White I, et al. 2010. Molecular investigations into a globally important carbon pool: Permafrost-protected carbon in Alaskan soils. Global Change Biology, 16(9): 2543-2554.
|
|
|
[53] |
Wang Z, Taylor S E, Sharma P, et al. 2018. Poor extraction efficiencies of polystyrene nano-and microplastics from biosolids and soil. PLoS ONE, 13(11): e0208009, doi: 10.1371/journal.pone.0208009.
doi: 10.1371/journal.pone.0208009
|
|
|
[54] |
Weithmann N, Möller J N, Löder M G, et al. 2018. Organic fertilizer as a vehicle for the entry of microplastic into the environment. Science Advances, 4(4): 80-87.
|
|
|
[55] |
Windsor F M, Durance I, Horton A A, et al. 2019. A catchment-scale perspective of plastic pollution. Global Change Biology, 25(4): 1207-1221.
doi: 10.1111/gcb.14572
|
|
|
[56] |
Wong J K H, Lee K K, Tang K H D, et al. 2020. Microplastics in the freshwater and terrestrial environments: Prevalence, fates, impacts and sustainable solutions. Science of the Total Environment, 719: 137-145.
|
|
|
[57] |
Woodall L C, Sanchez-Vidal A, Canals M, et al. 2014. The deep sea is a major sink for microplastic debris. Royal Society Open Science, 1(4): 140317, doi: 10.1098/rsos.140317.
doi: 10.1098/rsos.140317
|
|
|
[58] |
Xiong X, Wu C, Elser J J, et al. 2019. Occurrence and fate of microplastic debris in middle and lower reaches of the Yangtze River-from inland to the sea. Science of the Total Environment, 659: 66-73.
doi: 10.1016/j.scitotenv.2018.12.313
|
|
|
[59] |
Yan M, Nie H, Xu K, et al. 2019. Microplastic abundance, distribution and composition in the Pearl River along Guangzhou City and Pearl River estuary, China. Chemosphere, 217: 879-886.
doi: 10.1016/j.chemosphere.2018.11.093
|
|
|
[60] |
Yang D, Shi H, Li L, et al. 2015. Microplastic pollution in table salts from China. Environmental Science and Technology, 49(22): 13622-13627.
doi: 10.1021/acs.est.5b03163
|
|
|
[61] |
Yang G R, Chen L R, Lin D M. 2021. Status, sources, environmental fate and ecological consequences of microplastic pollution in soil. China Environmental Science, 41(1): 353-365. (in Chinese)
|
|
|
[62] |
Yushanjiang A, Zhang F, Yu H, et al. 2018. Quantifying the spatial correlations between landscape pattern and ecosystem service value: a case study in Ebinur Lake Basin, Xinjiang, China. Ecological Engineering, 113(6): 94-104.
doi: 10.1016/j.ecoleng.2018.02.005
|
|
|
[63] |
Zhang C, Chen X, Wang J, et al. 2017. Toxic effects of microplastic on marine microalgae Skeletonema costatum: interactions between microplastic and algae. Environmental Pollution, 220: 1282-1288.
doi: S0269-7491(16)30920-4
pmid: 27876228
|
|
|
[64] |
Zhang C, Wang S, Sun D, et al. 2020. Microplastic pollution in surface water from east coastal areas of Guangdong, South China and preliminary study on microplastics biomonitoring using two marine fish. Chemosphere, 256: 127-132.
|
|
|
[65] |
Zhang G S, Liu Y F. 2018. The distribution of microplastics in soil aggregate fractions in southwestern China. Science of the Total Environment, 642: 12-20.
doi: 10.1016/j.scitotenv.2018.06.004
|
|
|
[66] |
Zhang H, Wang J, Zhou B, et al. 2018. Enhanced adsorption of oxytetracycline to weathered microplastic polystyrene: kinetics, isotherms and influencing factors. Environmental Pollution, 243: 1550-1557.
doi: 10.1016/j.envpol.2018.09.122
|
|
|
[67] |
Zhang L, Xie Y, Liu J, et al. 2020. An overlooked entry pathway of microplastics into agricultural soils from application of sludge-based fertilizers. Environmental Science and Technology, 54(7): 4248-4255.
doi: 10.1021/acs.est.9b07905
|
|
|
[68] |
Zhang S, Liu X, Hao X, et al. 2020. Distribution of low-density microplastics in the mollisol farmlands of Northeast China. Science of the Total Environment, 708: 135-145.
|
|
|
[69] |
Zhang W, Wu C, Li Y, et al. 2021. Assessment of pile drivability using random forest regression and multivariate adaptive regression splines. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 15(1): 27-40.
doi: 10.1080/17499518.2019.1674340
|
|
|
[70] |
Zhang Z Y, Li J Y., Mamat Z, et al. 2016. Sources identification and pollution evaluation of heavy metals in the surface sediments of Bortala River, Northwest China. Ecotoxicology Environment Safety, 126(1): 94-101.
doi: 10.1016/j.ecoenv.2015.12.025
|
|
|
[71] |
Zhang Z Y, Yang X D, Yang S T. 2018. Heavy metal pollution assessment, source identification, and health risk evaluation in Aibi Lake of Northwest China. Environmental Monitoring and Assessment, 190(2): 69, doi: 10.1007/s10661-017-6437-x.
doi: 10.1007/s10661-017-6437-x
|
|
|
[72] |
Zhang Z Y, Mamat Z, Chen Y G. 2020. Current research and perspective of microplastics (MPs) in soils (dusts), rivers (lakes), and marine environments in China. Ecotoxicology and Environmental Safety, 202: 110-117.
|
|
|
[73] |
Zhang Z Y, Mamat Z, Wang P W. 2022. Occurrence and sources of microplastics in dust of the Ebinur lake Basin, Northwest China. Environmental Geochemistry and Health, 23(5): 128-138.
|
|
|
[74] |
Zhou B, Wang J, Zhang H, et al. 2020. Microplastics in agricultural soils on the coastal plain of Hangzhou Bay, east China: Multiple sources other than plastic mulching film. Journal of Hazardous Materials, 388: 121-128.
|
|
|
[75] |
Zhou Q, Zhang H B, Zhou Y, et al. 2016. Separation of microplastics from a coastal soil and their surface microscopic features. Chinese Science Bulletin, 61: 1604-1611. (in Chinese)
|
|
|
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|