Abstract
Selenium (Se) is essential to human health, anti-cancer, possessing antioxidant, and antiviral properties. In this study, the spatial patterns of rice Se and their varying relationship with soil Se on a regional scale were studied using hot spot analysis for the agricultural soils in Guangxi. According to the hot and cold spot maps, rice Se correlates positively with soil Se in Guangxi agricultural soils. High rice Se accompanies high soil Se in the central part of Guangxi (e.g., Liuzhou, Laibin), and low rice Se is in line with low soil Se in the western part (e.g., Baise). However, the hot spot analysis maps indicate that southwestern Guangxi exhibits a special characteristic of low rice Se with high soil Se (e.g., Chongzuo). This special pattern is strongly associated with the high concentrations of Fe2O3 (ferromanganese nodules) in the carbonate rock area. The hot spot analysis proves useful in revealing the spatial patterns of rice Se in Guangxi and identifying the hidden patterns.
Similar content being viewed by others
Data availability
Available on demand.
References
Alessa, L. N., Kliskey, A. A., & Brown, G. (2008). Social–ecological hotspots mapping: A spatial approach for identifying coupled social–ecological space. Landscape and Urban Planning, 85, 27–39. https://doi.org/10.1016/j.landurbplan.2007.09.007
Ansong, D., Renwick, C. B., Okumu, M., Ansong, E., & Wabwire, C. J. (2018). Gendered geographical inequalities in junior high school enrollment: Do infrastructure, human, and financial resources matter? Journal of Economic Studies, 45, 411–425. https://doi.org/10.1108/JES-10-2016-0211
Arthur Getis, J. K., & Ord, J. K. (2010). The analysis of spatial association by use of distance statistics. Geographical Analysis, 24(3), 189–206. https://doi.org/10.1111/j.1538-4632.1992.tb00261.x
Braithwaite, A., & Li, Q. (2007). Transnational terrorism hot spots: Identification and impact evaluation. Conflict Management and Peace Science, 24, 281–296. https://doi.org/10.1080/07388940701643623
Buccianti, A., & Grunsky, E. (2014). Compositional data analysis in geochemistry: Are we sure to see what really occurs during natural processes? Journal of Geochemical Exploration, 141, 1–5. https://doi.org/10.1016/j.gexplo.2014.03.022
Caruso, J. C., & Cliff, N. (1997). Empirical size, coverage, and power of confidence intervals for spearman’s rho. Educational and Psychological Measurement, 57, 637–654. https://doi.org/10.1177/0013164497057004009
Chang, C., Yin, R., Wang, X., Shao, S., Chen, C., & Zhang, H. (2019). Selenium translocation in the soil-rice system in the Enshi seleniferous area, central China. Science of the Total Environment, 669, 83–90. https://doi.org/10.1016/j.scitotenv.2019.02.451
Coppin, F., Chabroullet, C., Martin-Garin, A., Balesdent, J., & Gaudet, J. P. (2006). Methodological approach to assess the effect of soil ageing on selenium behaviour: First results concerning mobility and solid fractionation of selenium. Biology and Fertility of Soils, 42, 379–386. https://doi.org/10.1007/s00374-006-0080-y
Dhillon, K. S., & Dhillon, S. K. (1999). Adsorption-desorption reactions of selenium in some soils of India. Geoderma, 93, 19–31. https://doi.org/10.1016/S0016-7061(99)00040-3
Dinh, Q. T., Cui, Z., Huang, J., Tran, T. A. T., Wang, D., Yang, W., et al. (2018). Selenium distribution in the Chinese environment and its relationship with human health: A review. Environment International, 112, 294–309. https://doi.org/10.1016/j.envint.2017.12.035
Dinh, Q. T., Wang, M., Tran, T. A. T., Zhou, F., Wang, D., Zhai, H., et al. (2019). Bioavailability of selenium in soil-plant system and a regulatory approach. Critical Reviews in Environmental Science and Technology, 49, 443–517. https://doi.org/10.1080/10643389.2018.1550987
Dousova, B., Buzek, F., Herzogova, L., Machovic, V., & Lhotka, M. (2015). Effect of organic matter on arsenic(V) and antimony(V) adsorption in soils. European Journal of Soil Science, 66, 74–82. https://doi.org/10.1111/ejss.12206
Dumont, E., Vanhaecke, F., & Cornelis, R. (2006). Selenium speciation from food source to metabolites: A critical review. Analytical and Bioanalytical Chemistry, 385, 1304–1323. https://doi.org/10.1007/s00216-006-0529-8
Duncan, E. G., Maher, W. A., Jagtap, R., Krikowa, F., Roper, M. M., & O’Sullivan, C. A. (2017). Selenium speciation in wheat grain varies in the presence of nitrogen and sulphur fertilisers. Environmental Geochemistry and Health, 39(4), 955–966. https://doi.org/10.1007/s10653-016-9857-6
Egozcue, J. J., & Pawlowsky-Glahn, V. (2019). Compositional data: The sample space and its structure. TEST, 28, 599–638. https://doi.org/10.1007/s11749-019-00670-6
El Mehdawi, A. F., Jiang, Y., Guignardi, Z. S., Esmat, A., Pilon, M., Pilon Smits, E. A. H., et al. (2018). Influence of sulfate supply on selenium uptake dynamics and expression of sulfate/selenate transporters in selenium hyperaccumulator and nonhyperaccumulator Brassicaceae. The New Phytologist, 217, 194–205. https://doi.org/10.1111/nph.14838
ESRI. (2021). How hot spot analysis (Getis-Ord Gi*) works, https://desktop.arcgis.com/en/arcmap/latest/tools/spatial-statistics-toolbox/h-how-hot-spot-analysis-getis-ord-gi-spatial-stati.htm
Fernández-Martínez, A., & Charlet, L. (2009). Selenium environmental cycling and bioavailability: A structural chemist point of view. Reviews in Environmental Science and Bio/technology, 8, 81–110. https://doi.org/10.1007/s11157-009-9145-3
Fordyce, F. (2007). Selenium geochemistry and health. Ambio, 36, 94–97. https://doi.org/10.1579/0044-7447(2007)36[94:SGAH]2.0.CO;2
Gao, J., Liu, Y., Huang, Y., Lin, Z., Bañuelos, G. S., Lam, M. H., et al. (2011). Daily selenium intake in a moderate selenium deficiency area of Suzhou China. Food Chemistry, 126, 1088–1093. https://doi.org/10.1016/J.FOODCHEM.2010.11.137
Geering, H. R., Cary, E. E., Jones, L. H. P., & Allaway, W. H. (1968). Solubility and redox criteria for the possible forms of selenium in soils. Soil Science Society of America Journal, 32, 35–40. https://doi.org/10.2136/sssaj1968.03615995003200010009x
Hayes, K. F., & Leckie, J. O. (1987). Modeling ionic strength effects on anion adsorption at hydrous oxide/solution interfaces. Journal of Colloid & Interface Science, 115, 564–572. https://doi.org/10.1016/0021-9797(88)90039-2
Ji, W., Yang, Z., Yu, T., Yang, Q., Wen, Y., & Wu, T. (2020). Potential ecological risk assessment of heavy metals in the Fe-Mn nodules in the karst area of Guangxi, Southwest China. Bulletin of Environmental Contamination and Toxicology. https://doi.org/10.1007/s00128-020-02837-6
Jiao, L., Zhang, L., Zhang, Y., Wang, R., Lu, B., & Liu, X. (2022). Transcriptome analysis provides new insight into the distribution and transport of selenium and its associated metals in selenium-rich rice. Environmental Pollution, 301, 118980. https://doi.org/10.1016/j.envpol.2022.118980
Jordan, G., Petrik, A., De Vivo, B., Albanese, S., Demetriades, A., & Sadeghi, M. (2018). GEMAS: Spatial analysis of the Ni distribution on a continental-scale using digital image processing techniques on European agricultural soil data. Journal of Geochemical Exploration, 186, 143–157. https://doi.org/10.1016/j.gexplo.2017.11.011
Lee, S., Doolittle, J. J., & Woodard, H. J. (2011). Selenite adsorption and desorption in selected south dakota soils as a function of pH and other oxyanions. Soil Science, 176, 73–79. https://doi.org/10.1097/SS.0b013e31820a0ff6
Lenz, M., & Lens, P. N. L. (2009). The essential toxin: The changing perception of selenium in environmental sciences. Science of the Total Environment, 407, 3620–3633. https://doi.org/10.1016/j.scitotenv.2008.07.056
Li, C., Yang, Z., Yu, T., Hou, Q., Liu, X., Wang, J., et al. (2021). Study on safe usage of agricultural land in karst and non-karst areas based on soil Cd and prediction of Cd in rice: A case study of Heng County Guangxi. Ecotoxicology and Environmental Safety, 208, 111505. https://doi.org/10.1016/j.ecoenv.2020.111505
Li, H., Yang, L., Tan, J., Wang, W., Hou, S., Li, Y., et al. (2017). Progress on selenium deficiency in geographical environment and its health impacts in China. Current Biotechnology, 7, 381–386. (in Chinese, with English abstract).
Li, J., Peng, Q., Liang, D., Liang, S., Chen, J., Sun, H., et al. (2016). Effects of aging on the fraction distribution and bioavailability of selenium in three different soils. Chemosphere, 144, 2351–2359. https://doi.org/10.1016/j.chemosphere.2015.11.011
Li, Z., Liang, D., Peng, Q., Cui, Z., Huang, J., & Lin, Z. (2017). Interaction between selenium and soil organic matter and its impact on soil selenium bioavailability: A review. Geoderma, 295, 69–79. https://doi.org/10.1016/j.geoderma.2017.02.019
Li, Z., Man, N., Wang, S., Liang, D., & Liu, J. (2015). Selenite adsorption and desorption in main Chinese soils with their characteristics and physicochemical properties. Journal of Soils and Sediments, 15, 1150–1158. https://doi.org/10.1007/s11368-015-1085-7
Liu, Q., Wang, D. J., Jiang, X. J., & Cao, Z. H. (2004). Effects of the interactions between selenium and phosphorus on the growth and selenium accumulation in rice (Oryza sativa). Environmental Geochemistry and Health, 26, 325–330. https://doi.org/10.1023/B:EGAH.0000039597.75201.57
Liu, X., Yang, K., Cheng, H., Tang, S., Guo, F., Liu, F., et al. (2020). Control factors of selenium content and bioavailability of rice root soil in shale and carbonate rock areas, Luzhou City. Sichuan Province. Geological Bulletin of China, 39(12), 1919–1931. (in Chinese, with English abstract).
Liu, X., Yang, K., Guo, F., Tang, S., Liu, Y., Zhang, L., et al. (2021). Effects and mechanism of igneous rock on selenium in the tropical soil-rice system in Hainan Province. South China. China Geology, 4, 1–11. https://doi.org/10.1016/S2096-5192(22)00081-7
Liu, Y., Li, Y., Jiang, Y., Li, H., Wang, W., & Yang, L. (2013). Effects of soil trace elements on longevity population in China. Biological Trace Element Research, 153, 119–126. https://doi.org/10.1007/s12011-013-9673-0
Lyu, C., Chen, J., Li, L., Zhao, Z., & Liu, X. (2022). Characteristics of Se in water-soil-plant system and threshold of soil Se in seleniferous areas in Enshi China. Science of The Total Environment, 827, 154372. https://doi.org/10.1016/j.scitotenv.2022.154372
MLR C. (2016a) Specification of land quality geochemical assessment. DZ/T 0295–2016a, (in Chinese)
MLR C. (2016b) Analysis of methods for regional geochemical sample. DZ/T 0279–2016b. Geological Publishing House, Beijing, China, (in Chinese)
Morlon, H., Fortin, C., Adam, C., & Garnier-Laplace, J. (2006). Selenite transport and its inhibition in the unicellular green alga Chlamydomonas reinhardtii. Environmental Toxicology & Chemistry, 25, 1408–1417. https://doi.org/10.1897/2512039.1
Muller, J., Abdelouas, A., Ribet, S., & Grambow, B. (2012). Sorption of selenite in a multi-component system using the “dialysis membrane” method. Applied Geochemistry, 27, 2524–2532. https://doi.org/10.1016/j.apgeochem.2012.07.023
Natasha, M. S., Niazi, N. K., Khalid, S., Murtaza, B., Bibi, I., & Rashid, M. I. (2018). A critical review of selenium biogeochemical behavior in soil-plant system with an inference to human health. Environmental Pollution, 234, 915–934. https://doi.org/10.1016/j.envpol.2017.12.019
Navarro-Alarcon, M., & Cabrera-Vique, C. (2008). Selenium in food and the human body: A review. Science of the Total Environment, 400, 115–141. https://doi.org/10.1016/j.scitotenv.2008.06.024
Ord, J. K., & Getis, A. (1995). Local spatial autocorrelation statistics: distributional issues and an application. Geographical Analysis, 27, 286–306. https://doi.org/10.1111/j.1538-4632.1995.tb00912.x
Qin, H., Zhu, J., Liang, L., Wang, M., & Su, H. (2013). The bioavailability of selenium and risk assessment for human selenium poisoning in high-Se areas. China. Environment International, 52, 66–74. https://doi.org/10.1016/j.envint.2012.12.003
Ranney, R. W. (1969). An organic carbon-organic matter conversion equation for pennsylvania surface soils. Soil Science Society of America Journal, 33, 809. https://doi.org/10.2136/sssaj1969.03615995003300050049x
Rayman, M. P. (2000). The importance of selenium to human health. Lancet, 356(9225), 233–241. https://doi.org/10.1016/S0140-6736(00)02490-9
Rayman, M. P. (2012). Selenium and human health. The Lancet, 379, 1256–1268. https://doi.org/10.1016/S0140-6736(11)61452-9
Reimann, C., & de Caritat, P. (2017). Establishing geochemical background variation and threshold values for 59 elements in Australian surface soil. Science of the Total Environment, 578, 633–648. https://doi.org/10.1016/j.scitotenv.2016.11.010
Reimann, C., Fabian, K., Birke, M., Filzmoser, P., Demetriades, A., Négrel, P., et al. (2018). GEMAS: Establishing geochemical background and threshold for 53 chemical elements in European agricultural soil. Applied Geochemistry, 88, 302–318. https://doi.org/10.1016/j.apgeochem.2017.01.021
Reimann, C., & Filzmoser, P. (2000). Normal and lognormal data distribution in geochemistry: death of a myth. Consequences for the statistical treatment of geochemical and environmental data. Environmental Geology, 39(9), 1001–1014. https://doi.org/10.1007/s002549900081
Reimann, C., Filzmoser, P., Fabian, K., Hron, K., Birke, M., Demetriades, A., et al. (2012). The concept of compositional data analysis in practice—Total major element concentrations in agricultural and grazing land soils of Europe. Science of the Total Environment, 426, 196–210. https://doi.org/10.1016/j.scitotenv.2012.02.032
Reimann, C., Filzmoser, P., Hron, K., Kynčlová, P., & Garrett, R. G. (2017). A new method for correlation analysis of compositional (environmental) data—A worked example. Science of the Total Environment, 607–608, 965–971. https://doi.org/10.1016/j.scitotenv.2017.06.063
Séby, F., Potin-Gautier, M., Giffaut, E., Borge, G., & Donard, O. F. X. (2001). A critical review of thermodynamic data for selenium species at 25°C. Chemical Geology, 171, 173–194. https://doi.org/10.1016/S0009-2541(00)00246-1
Shaheen, S. M., Frohne, T., White, J. R., DeLaune, R. D., & Rinklebe, J. (2017). Redox-induced mobilization of copper, selenium, and zinc in deltaic soils originating from Mississippi (U.S.A.) and Nile (Egypt) River Deltas: A better understanding of biogeochemical processes for safe environmental management. Journal of Environmental Management, 186, 131–140. https://doi.org/10.1016/j.jenvman.2016.05.032
Sharma, S., Bansal, A., Dogra, R., Dhillon, S. K., & Dhillon, K. S. (2011). Effect of organic amendments on uptake of selenium and biochemical grain composition of wheat and rape grown on seleniferous soils in Northwestern India. Journal of Plant Nutrition and Soil Science, 174, 269–275. https://doi.org/10.1002/jpln.200900265
Sun, G., Liu, X., Williams, P. N., & Zhu, Y. (2010). Distribution and translocation of selenium from soil to grain and its speciation in paddy rice (Oryza sativa L.). Environmental Science & Technology, 44, 6706–6711. https://doi.org/10.1021/es101843x
Tan, J., Zhu, W., Wang, W., Li, R., Hou, S., Wang, D., et al. (2002). Selenium in soil and endemic diseases in China. The Science of the Total Environment, 284, 227–235. https://doi.org/10.1016/S0048-9697(01)00889-0
Tan, J., Zhu, W., Wang, W., Li, R., Hou, S., Wang, D., & Yang, L. (2002). Selenium in soil and endemic diseases in China. Science of The Total Environment, 284(1–3), 227–235. https://doi.org/10.1016/S0048-9697(01)00889-0
Wang, D., Zhou, F., Yang, W., Peng, Q., Man, N., & Liang, D. (2017). Selenate redistribution during aging in different Chinese soils and the dominant influential factors. Chemosphere, 182, 284–292. https://doi.org/10.1016/j.chemosphere.2017.05.014
Wang, S., Liang, D., et al. (2011). Relationship between soil physico-chemical properties and selenium species based on path analysis. Acta Pedologica Sinica, 48(4), 823–830. (in Chinese, with English abstract).
Wang, Y., Yang, Y., Shi, X., Mao, S., Shi, N., & Hui, X. (2016). The spatial distribution pattern of human immunodeficiency virus/acquired immune deficiency syndrome in China. Geospatial Health. https://doi.org/10.4081/gh.2016.414
Wang, Z., Gao, Y., Fuge, R., Poon, C. E., Li, X., Fuge, R., et al. (2001). Biogeochemical cycling of selenium in Chinese environments. Applied Geochemistry, 16, 1345–1351. https://doi.org/10.1016/S0883-2927(01)00046-4
Wang, Z., Huang, W., & Pang, F. (2022). Selenium in soil–plant-microbe: A review. Bulletin of Environmental Contamination and Toxicology, 108, 167–181. https://doi.org/10.1007/s00128-021-03386-2
Wen, Y., Li, W., Yang, Z., Zhang, Q., & Ji, J. (2020). Enrichment and source identification of Cd and other heavy metals in soils with high geochemical background in the karst region Southwestern China. Chemosphere, 245, 125620. https://doi.org/10.1016/j.chemosphere.2019.125620
White, P. J., Broadley, M. R., & Gregory, P. J. (2012). Managing the nutrition of plants and people. Applied and Environmental Soil Science, 2012, 1–13. https://doi.org/10.1155/2012/104826
WHO and FAO. (2004). Vitamin and mineral requirements in human nutrition. World Health Organization and Food and Agriculture Organization of the United Nations.
Xu, H., Croot, P., & Zhang, C. (2021). Discovering hidden spatial patterns and their associations with controlling factors for potentially toxic elements in topsoil using hot spot analysis and K-means clustering analysis. Environment International, 151, 106456. https://doi.org/10.1016/j.envint.2021.106456
Xu, H., Croot, P., & Zhang, C. (2022). Exploration of the spatially varying relationships between lead and aluminium concentrations in the topsoil of northern half of Ireland using geographically weighted pearson correlation coefficient. Geoderma, 409, 115640. https://doi.org/10.1016/j.geoderma.2021.115640
Xu, H., Demetriades, A., Reimann, C., Jiménez, J. J., Filser, J., & Zhang, C. (2019). Identification of the co-existence of low total organic carbon contents and low pH values in agricultural soil in north-central Europe using hot spot analysis based on GEMAS project data. Science of the Total Environment, 678, 94–104. https://doi.org/10.1016/j.scitotenv.2019.04.382
Xu, W. F., Chen, Q. X., & Shi, W. M. (2010). Effects of nitrate supply site on selenite uptake by rice roots. Journal of Agricultural and Food Chemistry, 58, 11075–11080. https://doi.org/10.1021/jf102263e
Yang, F., Xu, Y., & Cui, Y. (2017). Variation of soil organic matter content in croplands of China over the last three decades. Acta Pedol Sin, 54, 1047–1056. https://doi.org/10.11766/trxb201703180633. (In Chinese with English abstract).
Yang, Q., Yang, Z., Filippelli, G. M., Ji, J., Wenbing Ji, X., Liu, L. W., Tao, Y., Tiansheng, W., Zhuo, X., & Zhang, Q. (2021). Distribution and secondary enrichment of heavy metal elements in karstic soils with high geochemical background in Guangxi, China. Chemical Geology, 567, 120081. https://doi.org/10.1016/j.chemgeo.2021.120081
Yang, Q., Yang, Z., Zhang, Q., Liu, X., Zhuo, X., Wu, T., et al. (2021). Ecological risk assessment of Cd and other heavy metals in soil-rice system in the karst areas with high geochemical background of Guangxi China. Science China Earth Sciences, 64, 1126–1139. https://doi.org/10.1007/s11430-020-9763-0
Yang, Z. (2016). Protection of national ecological environment, security and sustainable use of resources–interpretation of Guangxi land quality geochemical assessment report. Southern Land Resources, 2017, 3. (in Chinese).
Yang, Z., Yu, T., Hou, Q., Xia, X., Feng, H., Huang, C., et al. (2014). Geochemical evaluation of land quality in China and its applications. Journal of Geochemical Exploration, 139, 122–135. https://doi.org/10.1016/j.gexplo.2013.07.014
Yoon, I., Kim, K., Bang, S., & Kim, M. G. (2011). Reduction and adsorption mechanisms of selenate by zero-valent iron and related iron corrosion. Applied Catalysis B: Environmental, 104, 185–192. https://doi.org/10.1016/j.apcatb.2011.02.014
Yuan, Y., Cave, M., Xu, H., & Zhang, C. (2020). Exploration of spatially varying relationships between Pb and Al in urban soils of London at the regional scale using geographically weighted regression (GWR). Journal of Hazardous Materials, 393, 122377. https://doi.org/10.1016/j.jhazmat.2020.122377
Zhang, C., Fay, D., McGrath, D., Grennan, E., & Carton, O. T. (2008a). Statistical analyses of geochemical variables in soils of Ireland. Geoderma, 146, 378–390. https://doi.org/10.1016/j.geoderma.2008.06.013
Zhang, C., Luo, L., Xu, W., & Ledwith, V. (2008b). Use of local Moran’s I and GIS to identify pollution hotspots of Pb in urban soils of Galway Ireland. Science of the Total Environment, 398, 212–221. https://doi.org/10.1016/j.scitotenv.2008.03.011
Zhang, C., Manheim, F. T., Hinde, J., & Grossman, J. N. (2005). Statistical characterization of a large geochemical database and effect of sample size. Applied Geochemistry, 20, 1857–1874. https://doi.org/10.1016/j.apgeochem.2005.06.006
Acknowledgements
The authors are grateful to all the anonymous reviewers for help in improving this paper.
Funding
This work was supported by Public Welfare Geological Survey Project of Shaanxi Province, China (Health Geological Survey and Evaluation of Qinba Mountain Area, Granted No. 202201), the Geological Survey Project of China Geological Survey (DD20211414), the China Scholarship Council, the Project of Geochemical Study on Selenium and Heavy Metal Elements in Central − Eastern Area of Guangxi, China (2015 − 2016), Study on the Genesis and Ecological Effect of Se, Ge, and Cd in Soil of Guangxi, China (2017 − 2019), Ecological and Geochemical Survey and Study on the Heavy Metals in Typical Soil of Guangxi, China (2018 − 2019), Pollution Identification and Ecological Risk Assessment on Heavy Metals of Soil in the Area with High Geochemical Background in Guangxi, China (2017 − 2018), Guangxi Key Research and Development Plan (GUIKEAB18050024). Projects of Land Quality Geochemical Assessment of Guangxi.
Author information
Authors and Affiliations
Contributions
XL: Conceptualization, Methodology, Formal analysis, Investigation, Writing—Original Draft, Writing—Review & Editing, Visualization. CZ and TY: Writing—Review & Editing. WJ: Investigation, Resources. TW and XZ: Supervision, Project administration, Funding acquisition. CL and BL: Investigation, Resources. LW: Investigation, Resources. YS: Investigation, Resources. KL: Data Curation. XM: Investigation, Resources. ZY: Conceptualization, Writing—Review & Editing, Supervision, Project administration.
Corresponding authors
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Liu, X., Zhang, C., Yu, T. et al. Identification of the spatial patterns and controlling factors of Se in soil and rice in Guangxi through hot spot analysis. Environ Geochem Health 45, 4477–4492 (2023). https://doi.org/10.1007/s10653-023-01508-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10653-023-01508-9