Impacts of human activity modes and climate on heavy metal "spread" in groundwater are biased

Chemosphere

Volumn 152, Issue , 2016, Pages 439-445

  Chen, Ming ^a,b   Qin, Xiaosheng ^b   Zeng, Guangming ^a   Li, Jian ^b,c  

^a HUNAN UNIVERSITY   (China)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^c YANGTZE RIVER SCIENTIFIC RESEARCH INSTITUTE   (China)

Author keywords

Climate change; Groundwater; Heavy metal; Human activity; Pollution; Water quality

Indexed keywords

CADMIUM; COPPER; DETERIORATION; EFFLUENTS; GROUNDWATER; GROUNDWATER POLLUTION; HEAVY METALS; MANGANESE; POLLUTION; SEWAGE; WASTE DISPOSAL; WATER QUALITY; WATER SUPPLY;

ANNUAL MEAN TEMPERATURES; ANNUAL PRECIPITATION; COMPLEX ACTIVITY; DATA POINTS; GROUNDWATER QUALITY DETERIORATIONS; HUMAN ACTIVITIES; MIXED-EFFECT MODELS; SEWAGE EFFLUENTS;

CLIMATE CHANGE;

CADMIUM; COPPER; GROUND WATER; HEAVY METAL; IRON; LEAD; MANGANESE; ZINC; SEWAGE; WATER POLLUTANT;

CLIMATE CHANGE; CLIMATE EFFECT; DATA ACQUISITION; EFFLUENT; GROUNDWATER POLLUTION; HEAVY METAL; HUMAN ACTIVITY; POLLUTION MONITORING; PRECIPITATION ASSESSMENT; WATER QUALITY;

AGRICULTURE; ARTICLE; CLIMATE CHANGE; CONCENTRATION (PARAMETERS); ENVIRONMENTAL EXPLOITATION; HUMAN; HUMAN ACTIVITIES; MINING; PRECIPITATION; SEWAGE EFFLUENT; WASTE DISPOSAL; WATER QUALITY; WATER SUPPLY; ANALYSIS; CLIMATE; ENVIRONMENTAL MONITORING; SEWAGE; WATER POLLUTANT; WEATHER;

AGRICULTURE; CLIMATE; ENVIRONMENTAL MONITORING; GROUNDWATER; HUMAN ACTIVITIES; METALS, HEAVY; MINING; REFUSE DISPOSAL; SEWAGE; WATER POLLUTANTS, CHEMICAL; WEATHER;

EID: 84961212110     PISSN: 00456535     EISSN: 18791298     Source Type: Journal    
DOI: 10.1016/j.chemosphere.2016.03.046     Document Type: Article

References (37)

1. Ağca N., Karanlik S., Ödemiş B. Assessment of ammonium, nitrate, phosphate, and heavy metal pollution in groundwater from Amik Plain, southern Turkey. Environ. Monit. Assess. 2014, 186:5921-5934.
2. Akaike H. A new look at the statistical model identification. IEEE Trans. Autom. Control 1974, 19:716-723.
3. Alley W.M. Ground water and climate. Ground Water 2001, 39. 161-161.
4. Baayen R.H., Davidson D.J., Bates D.M. Mixed-effects modeling with crossed random effects for subjects and items. J. Mem. Lang. 2008, 59:390-412.
5. Bakis R., Tuncan A. An investigation of heavy metal and migration through groundwater from the landfill area of Eskisehir in Turkey. Environ. Monit. Assess. 2011, 176:87-98.
6. Bates D., Mächler M., Bolker B., Walker S. Fitting Linear Mixed-effects Models Using lme4 2014, arXiv preprint arXiv:1406.5823.
7. Bates D.M. lme4: Mixed-effects Modeling with R 2010, URL. http://lme4.r-forge.r-project.org/book.
8. Brouyere S., Carabin G., Dassargues A. Climate change impacts on groundwater resources: modelled deficits in a chalky aquifer, Geer basin, Belgium. Hydrogeol. J. 2004, 12:123-134.
9. De Onis M., Blössner M., Borghi E. Prevalence and trends of stunting among pre-school children, 1990-2020. Public Health Nutr. 2012, 15:142-148.
10. Doll P. Vulnerability to the impact of climate change on renewable groundwater resources: a global-scale assessment. Environ. Res. Lett. 2009, 4.
11. Dragoni W., Sukhija B.S. Climate Change and Groundwater: a Short Review 2008, 1-12. Geological Society, London, Special Publications 288.
12. El Khalil H., El Hamiani O., Bitton G., Ouazzani N., Boularbah A. Heavy metal contamination from mining sites in South Morocco: monitoring metal content and toxicity of soil runoff and groundwater. Environ. Monit. Assess. 2008, 136:147-160.
13. FAO-2012, Harmonized World Soil Database (version 1.2). Food Agriculture Organization, Rome, Italy and IIASA, Laxenburg, Austria (). http://webarchive.iiasa.ac.at/Research/LUC/External-World-soil-database/HTML/.
14. Hofmann J., Watson V., Scharaw B. Groundwater quality under stress: contaminants in the Kharaa River basin (Mongolia). Environ. Earth Sci. 2015, 73:629-648.
15. Im H.K., Gamazon E.R., Stark A.L., Huang R.S., Cox N.J., Dolan M.E. Mixed effects modeling of proliferation rates in cell-based models: consequence for pharmacogenomics and cancer. PLoS Genet. 2012, 8:e1002525.
16. Järup L. Hazards of heavy metal contamination. Br. Med. Bull. 2003, 68:167-182.
17. Johnson P.C. Extension of Nakagawa & Schielzeth's R2GLMM to random slopes models. Methods Ecol. Evol. 2014, 5:944-946.
18. Jyrkama M.I., Sykes J.F. The impact of climate change on spatially varying groundwater recharge in the grand river watershed (Ontario). J. Hydrol. 2007, 338:237-250.
19. Kløve B., Ala-Aho P., Bertrand G., Gurdak J.J., Kupfersberger H., Kværner J., Muotka T., Mykrä H., Preda E., Rossi P. Climate change impacts on groundwater and dependent ecosystems. J. Hydrol. 2014, 518:250-266.
20. Korte A., Vilhjalmsson B.J., Segura V., Platt A., Long Q., Nordborg M. A mixed-model approach for genome-wide association studies of correlated traits in structured populations. Nat. Genet. 2012, 44. 1066-+.
21. Leung C.M., Jiao J.J. Heavy metal and trace element distributions in groundwater in natural slopes and highly urbanized spaces in mid-levels area, Hong Kong. Water Res. 2006, 40:753-767.
22. Maxwell R.M., Kollet S.J. Interdependence of groundwater dynamics and land-energy feedbacks under climate change. Nat. Geosci. 2008, 1:665-669.
23. Nakagawa S., Schielzeth H. A general and simple method for obtaining R2 from generalized linear mixed-effects models. Methods Ecol. Evol. 2013, 4:133-142.
24. Nouri J., Mahvi A., Jahed G., Babaei A. Regional distribution pattern of groundwater heavy metals resulting from agricultural activities. Environ. Geol. 2008, 55:1337-1343.
25. Patiño J., Guilhaumon F., Whittaker R.J., Triantis K.A., Gradstein S.R., Hedenäs L., González-Mancebo J.M., Vanderpoorten A. Accounting for data heterogeneity in patterns of biodiversity: an application of linear mixed effect models to the oceanic island biogeography of spore-producing plants. Ecography 2013, 36:904-913.
26. Ramesh K., Elango L. Groundwater quality and its suitability for domestic and agricultural use in Tondiar river basin, Tamil Nadu, India. Environ. Monit. Assess. 2012, 184:3887-3899.
27. Rattan R., Datta S., Chhonkar P., Suribabu K., Singh A. Long-term impact of irrigation with sewage effluents on heavy metal content in soils, crops and groundwater-a case study. Agric. Ecosyst. Environ. 2005, 109:310-322.
28. Santos R., Fernandes L.S., Moura J., Pereira M., Pacheco F. The impact of climate change, human interference, scale and modeling uncertainties on the estimation of aquifer properties and river flow components. J. Hydrol. 2014, 519:1297-1314.
29. Schwarzenbach R.P., Escher B.I., Fenner K., Hofstetter T.B., Johnson C.A., Von Gunten U., Wehrli B. The challenge of micropollutants in aquatic systems. Science 2006, 313:1072-1077.
30. Taylor R.G., Scanlon B., Döll P., Rodell M., Van Beek R., Wada Y., Longuevergne L., Leblanc M., Famiglietti J.S., Edmunds M. Ground water and climate change. Nat. Clim. Change 2013, 3:322-329.
31. Whitehorn P.R., O'Connor S., Wackers F.L., Goulson D. Neonicotinoid pesticide reduces bumble bee colony growth and queen production. Science 2012, 336:351-352.
32. Wieder W.R., Boehnert J., Bonan G.B. Evaluating soil biogeochemistry parameterizations in Earth system models with observations. Glob. Biogeochem. Cycles 2014, 28:211-222.
33. Winter B. A Very Basic Tutorial for Performing Linear Mixed Effects Analyses 2013, University of California, Merced, Cognitive and Information Sciences.
34. Wongsasuluk P., Chotpantarat S., Siriwong W., Robson M. Heavy metal contamination and human health risk assessment in drinking water from shallow groundwater wells in an agricultural area in Ubon Ratchathani province, Thailand. Environ. Geochem. Health 2014, 36:169-182.
35. Zeng G., Chen M., Zeng Z. Risks of neonicotinoid pesticides. Science 2013, 340. 1403-1403.
36. Zhang Y., Li F., Li J., Liu Q., Tu C., Suzuki Y., Huang C. Spatial distribution, potential sources, and risk assessment of trace metals of groundwater in the North China Plain. Hum. Ecol. Risk Assess. 2015, 21:726-743.
37. Zhou X., Stephens M. Genome-wide efficient mixed-model analysis for association studies. Nat. Genet. 2012, 44. 821-U136.