ORIGINAL RESEARCH
Bioaccessibility and Health Risk Assessment
of Inhalable Heavy Metals in Soil from the Bayan
Obo Mining Area, Northern China
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1
School of Georesources and Environmental Engineering, Inner Mongolia University of Technology,
Hohhot 010051, China
2
School of Georesources and Environmental Engineering, Shandong University of Technology,
Zibo 255049, Shandong, China
3
Inner Mongolia Geological Survey, Hohhot 010055, China
4
School of Geotechnology, Inner Mongolia University of Technology, Hohhot 010051, China
Submission date: 2025-06-15
Final revision date: 2025-09-03
Acceptance date: 2025-09-07
Online publication date: 2026-02-06
Corresponding author
De Yao
School of Georesources and Environmental Engineering, Shandong University of Technology,
Zibo 255049, Shandong, China
KEYWORDS
TOPICS
ABSTRACT
Soil contamination caused by mining activities may pose potential risks to human lungs.
This study investigated the pollution levels and inhalable bioaccessibility of selected metal elements in
the soils of Bayan Obo, a representative mining city, and Baotou, an industrial city in China. The human
health risks of metal elements were also evaluated. The results indicated that La, Ce, and Eu exhibited
the highest levels of enrichment, with significant spatial variations. The inhalable bioaccessibility
of the metals followed the order: As>Mn>Ni>Pb≈Zn>Cu>Cr>La>Ce>Eu. Health risk assessment
results indicated that evaluating human health risks based on total metal concentrations rather than
bioaccessible concentrations could not only overestimate the risk of soil metals but, more critically, lead
to misidentification of high-risk pollutants. The measured inhalable bioaccessibility data revealed that
both non-carcinogenic and carcinogenic risks for children and adults were below safety thresholds, with
Mn and As being the primary contributors to non-carcinogenic and carcinogenic risks, respectively.
CONFLICT OF INTEREST
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
REFERENCES (67)
1.
MADHAV S., MISHRA R., KUMARI A., SRIVASTAV A.L., AHAMAD A., SINGH P., AHMED S., MISHRA P.K., SILLANPÄÄ M. A review on sources identification of heavy metals in soil and remediation measures by phytoremediation-induced methods. International Journal of Environmental Science and Technology. 21 (1), 1099, 2024.
https://doi.org/10.1007/s13762....
2.
SIAHCHESHM K., ORBERGER B., WAGNER C. Bioavailability and heavy metals speciation assessment in the contaminated soils of Doustbaglu mineralized area, NW Iran. Environmental Earth Sciences. 81 (2), 34, 2022.
https://doi.org/10.1007/s12665....
3.
WANG Q., CAI J., GAO F., LI Z., ZHANG M. Pollution level, ecological risk assessment and vertical distribution pattern analysis of heavy metals in the tailings dam of an abandon lead-zinc mine. Sustainability. 15 (15), 11987, 2023.
https://doi.org/10.3390/su1515....
4.
WANG Z., LIU X., QIN H. Bioconcentration and translocation of heavy metals in the soil-plants system in Machangqing copper mine, Yunnan Province, China. Journal of Geochemical Exploration. 200, 159, 2019.
https://doi.org/10.1016/j.gexp....
5.
ZHANG L., LIU J., ZHANG Y., ANALYSIS R. Distribution characteristics of rare earth elements in plants and soils from the Bayan Obo mining area. SciEngine. 38, 556, 2019.
6.
WU M.W., DONG W.J., GUAN D.X., LI S.W., MA L.Q. Total contents, fractionation and bioaccessibility of nine heavy metals in household dust from 14 cities in China. Environmental Research. 243, 117842, 2024.
https://doi.org/10.1016/j.envr....
7.
LI X., GAO Y., ZHANG M., ZHANG Y., ZHOU M., PENG L.Y., HE A., ZHANG X., YAN X.Y., WANG Y.H., YU H.T. In vitro lung and gastrointestinal bioaccessibility of potentially toxic metals in Pb-contaminated alkaline urban soil: The role of particle size fractions. Ecotoxicology and Environmental Safety. 190, 110151, 2020.
https://doi.org/10.1016/j.ecoe....
8.
YANG S., SUN L., SUN Y., SONG K., QIN Q., ZHU Z., XUE Y. Towards an integrated health risk assessment framework of soil heavy metals pollution: Theoretical basis, conceptual model, and perspectives. Environmental Pollution. 316, 120596, 2023.
https://doi.org/10.1016/j.envp....
9.
LI G., CHI H., HOU Y., WILLIAMS P.N., LIU Z., CAI C. Accurate bioaccessibility assessment of soil heavy metals by combining their speciation and in vitro model with human gut microbiota. Environmental Sciences Europe. 36 (1), 209, 2024.
https://doi.org/10.1186/s12302....
10.
SUN S., ZHENG N., WANG S., LI Y., HOU S., AN Q., CHEN C., LI X., JI Y., LI P. Inhalation bioaccessibility and risk assessment of metals in PM2.5 based on a multiple-path particle dosimetry model in the Smelting District of Northeast China. International Journal of Environmental Research and Public Health. 19 (15), 8915, 2022.
https://doi.org/10.3390/ijerph....
11.
YAN L., FRANCO A.M., ELIO P. Health risk assessment via ingestion and inhalation of soil PTE of an urban area. Chemosphere. 281, 130964, 2021.
https://doi.org/10.1016/j.chem....
12.
SAKUNKOO P., THONGLUA T., SANGKHAM S., JIRAPORNKUL C., LIMMONGKON Y., DADUANG S., TESSIRI T., RAYUBKU J., THONGTIP S., MANEENIN N., PIMONSREE S. Human health risk assessment of PM2.5-bound heavy metal of anthropogenic sources in the Khon Kaen Province of Northeast Thailand. Heliyon. 8 (6), e09572, 2022.
https://doi.org/10.1016/j.heli....
13.
ZHANG C., XU J., DONG T., GAI X., ZHANG H., LI Y. Prospective Study on the Association Between Blood Heavy Metal Levels and Pulmonary Function in University Students from a Medical College in Shandong Province, China. International Journal of General Medicine. 20 (17), 4257, 2024.
https://doi.org/10.2147/IJGM.S....
14.
LEE H.J., LEE H.Y. Characterization of lung function impairment and pathological changes induced by chronic lead and cadmium inhalation: Insights from a mouse model study. Ecotoxicology and Environmental Safety. 283, 116776, 2024.
https://doi.org/10.1016/j.ecoe....
16.
BOISA N., ELOM N., DEAN J.R., DEARY M.E., BIRD G., ENTWISTLE J.A. Development and application of an inhalation bioaccessibility method (IBM) for lead in the PM10 size fraction of soil. Environment International. 70, 132, 2014.
https://doi.org/10.1016/j.envi....
17.
EXPÓSITO A., MARKIV B., SANTIBÁÑEZ M., FADEL M., LEDOUX F., COURCOT D., FERNÁNDEZ-OLMO I. Ascorbate oxidation driven by PM2.5-bound metal (loid)s extracted in an acidic simulated lung fluid in relation to their bioaccessibility. Air Quality, Atmosphere & Health. 17 (1), 177, 2024.
https://doi.org/10.1007/s11869....
18.
ENTWISTLE J.A., HURSTHOUSE A.S., MARINHO REIS P.A., STEWART A.G. Metalliferous mine dust: Human health impacts and the potential determinants of disease in mining communities. Current Pollution Reports. 5, 67, 2019.
https://doi.org/10.1007/s40726....
19.
NOVO-QUIZA N., SANROMÁN-HERMIDA S., SÁNCHEZ-PIÑERO J., MOREDA-PIÑEIRO J., MUNIATEGUI-LORENZO S., LÓPEZ-MAHÍA P. In-vitro inhalation bioavailability estimation of metal (loid)s in atmospheric particulate matter (PM2.5) using simulated alveolar lysosomal fluid: A dialyzability approach. Environmental Pollution. 317, 120761, 2023.
https://doi.org/10.1016/j.envp....
20.
GRAY J.E., PLUMLEE G.S., MORMAN S.A., HIGUERAS P.L., CROCK J.G., LOWERS H.A., WITTEN M.L. In vitro studies evaluating leaching of mercury from mine waste calcine using simulated human body fluids. Environmental Science & Technology. 44, 4782, 2010.
https://doi.org/10.1021/es1001....
21.
TAUNTON A.E., GUNTER M.E., DRUSCHEL G.K., WOOD S.A. Geochemistry in the lung: Reaction-path modeling and experimental examination of rock-forming minerals under physiologic conditions. American Mineralogist. 95 (11), 1624, 2010.
https://doi.org/10.2138/am.201....
22.
TAKAYA M., SHINOHARA Y., SERITA F., ONOOGASAWARA M., OTAKI N., TOYA T., TAKATA A., YOSHIDA K., KOHYAMA N. Dissolution of functional materials and rare earth oxides into pseudo alveolar fluid. Industrial Health. 44 (4), 639, 2006.
https://doi.org/10.2486/indhea....
23.
PELFRÊNE A., CAVE M.R., WRAGG J., DOUAY F. In vitro investigations of human bioaccessibility from reference materials using simulated lung fluids. International Journal of Environmental Research and Public Health. 14 (2), 112, 2017.
https://doi.org/10.3390/ijerph....
24.
ALPOFEAD J.A.H., DAVIDSON C.M., LITTLEJOHN D. A novel two-step sequential bioaccessibility test for potentially toxic elements in inhaled particulate matter transported into the gastrointestinal tract by mucociliary clearance. Analytical and Bioanalytical Chemistry. 409, 3165, 2017.
https://doi.org/10.1007/s00216....
25.
VANTHANOUVONG V., ROOMANS G.M. Methods for determining the composition of nasal fluid by X-ray microanalysis. Microscopy Research and Technique. 63 (2), 122, 2004.
https://doi.org/10.1002/jemt.2....
26.
ZHOU P., KONG Y., CUI X. Inhalation Bioaccessibility of Polycyclic Aromatic Hydrocarbons in PM2.5 under Various Lung Environments: Implications for Air Pollution Control during Coronavirus Disease-19 Outbreak. Environmental Science & Technology. 56 (7), 4272, 2022.
https://doi.org/10.1021/acs.es....
27.
DEARY M.E., AMAIBI P.M., DEAN J.R., ENTWISTLE J.A. New insights into health risk assessments for inhalational exposure to metal (loid)s: the application of aqueous chemistry modelling in understanding bioaccessibility from airborne particulate matter. Geosciences. 11 (2), 47, 2021.
https://doi.org/10.3390/geosci....
28.
OLUMAYEDE E.G., OGUNTIMEHIN I., BABALOLA B., OJIODU C.C., AKINYEYE R.O., SODIPE G.O., UCHE J., OJO A. Development of tracheobronchial fluid for in vitro bioaccessibility assessment of particulates-bound trace elements. MethodsX. 6, 1944, 2019.
https://doi.org/10.1016/j.mex.....
29.
CROSS C.E., LOUIE S., KWACK S., WONG P., REDDY S. Atmospheric oxidants and respiratory tract surfaces. In: Environmental stressors in health and disease, pp. 269, CRC Press, 2001.
https://doi.org/10.1201/978020....
30.
WRAGG J., KLINCK B. The bioaccessibility of lead from Welsh mine waste using a respiratory uptake test. Journal of Environmental Science and Health Part A. 42 (9), 1223, 2007.
https://doi.org/10.1080/109345....
31.
JULIEN C., ESPERANZA P., BRUNO M., ALLEMAN L.Y. Development of an in vitro method to estimate lung bioaccessibility of metals from atmospheric particles. Journal of Environmental Monitoring. 13 (3), 621, 2011.
https://doi.org/10.1039/c0em00....
32.
CROSS C.E., VAN DER VLIET A., O'NEILL C.A., LOUIE S., HALLIWELL B. Oxidants, antioxidants, and respiratory tract lining fluids. Environmental Health Perspectives. 102 (suppl 10), 185, 1994.
https://doi.org/10.1289/ehp.94....
33.
GREGORY T.J., LONGMORE W.J., MOXLEY M.A., WHITSETT J.A., REED C.R., FOWLER A.A., HUDSON L.D., MAUNDER R.J., CRIM C., HYERS T.M. Surfactant chemical composition and biophysical activity in acute respiratory distress syndrome. The Journal of Clinical Investigation. 88 (6), 1976, 1991.
https://doi.org/10.1172/JCI115....
34.
GRIESE M. Pulmonary surfactant in health and human lung diseases: state of the art. European Respiratory Journal. 13 (6), 1455, 1999.
https://doi.org/10.1183/090319....
35.
DAVIES N.M., FEDDAH M.R. A novel method for assessing dissolution of aerosol inhaler products. International Journal of Pharmaceutics. 255 (1), 175, 2003.
https://doi.org/10.1016/S0378-....
36.
YANG K., FAN H., PIRAJNO F., LI X. The Bayan Obo (China) giant REE accumulation conundrum elucidated by intense magmatic differentiation of carbonatite. Geology. 47 (12), 1198, 2019.
https://doi.org/10.1130/G46674....
37.
CHENG J.Z., HOU Y.B., CHE L.P. Reasonable development and comprehensive utilization of rare earth resources in the Bayan Obo deposit. Rare Earths. 28, 70, 2007.
38.
LIU C.Y. Climate change and the development and utilization of climate resources in Baotou. China New Communications. 20, 234, 2018.
39.
United States Environmental Protection Agency (US EPA). Risk assessment guidance for superfund. Office of Emergency and Remedial Response, 1989.
40.
US EPA. Supplemental Guidance for Developing Soil Screening Levels for Superfund Sites. Office of Solid Waste and Emergency Response, Washington DC, 2002.
41.
DOE US. The risk assessment information system (RAIS). Argonne, IL: US Department of Energy's Oak Ridge Operations Office (ORO), 2011.
42.
HERNÁNDEZ-PELLÓN A., NISCHKAUER W., LIMBECK A., FERNÁNDEZ-OLMO I. Metal (loid) bioaccessibility and inhalation risk assessment: A comparison between an urban and an industrial area. Environmental Research. 165, 140, 2018.
https://doi.org/10.1016/j.envr....
43.
WANG H., ZHAO Y., ADEEL M., LIU C., WANG Y., LUO Q., WU H., SUN L. Characteristics and health risk assessment of potentially toxic metals in urban topsoil in Shenyang City, Northeast China. CLEAN-Soil, Air, Water. 48 (1), 1900228, 2020.
https://doi.org/10.1002/clen.2....
44.
ZHANG W.C., LÜ S.L., LIU D.Y., LIU P.W., YONMOCHI S., WANG X.J., WANG Q.Y. Distribution characteristics of heavy metals in the street dusts in Xuanwei and their health risk assessment. Huan Jing ke Xue = Huanjing Kexue. 36 (5), 1810, 2015 [in Chinese].
45.
US EPA. Nickel health risk assessment. Integrated Risk Information System (IRIS) Database, 2023.
46.
TANG S., ZHENG C., CHEN M., DU W., XU X. Geobiochemistry characteristics of rare earth elements in soil and ground water: a case study in Baotou, China. Scientific Reports. 10 (1), 11740, 2020.
https://doi.org/10.1038/s41598....
47.
NIU Z., WANG L., QI T., ZHANG Y., SHEN J., YANG Z., WANG E., JIANG S. Characteristics of soil salinization in the Hongsipu Yellow River Irrigation Area of Ningxia. Arid Zone Research. 40 (11), 1785, 2023.
48.
QIN J., ZHAO H., DAI M., ZHAO P., CHEN X., LIU H., LU B. Speciation distribution and influencing factors of heavy metals in rhizosphere soil of Miscanthus floridulus in the tailing reservoir area of dabaoshan iron polymetallic mine in northern Guangdong. Processes. 10 (6), 1217, 2022.
https://doi.org/10.3390/pr1006....
49.
TANG G., ZHENG X., LI B.R., CHEN S.L., ZHANG B., HU S.W., QIAO H., LIU T., WANG Q. Trace metal complexation with dissolved organic matter stresses microbial metabolisms and triggers community shifts: The intercorrelations. Environmental Pollution. 314, 120221, 2022.
https://doi.org/10.1016/j.envp....
50.
ZHANG Y., JI J., SU B., XU M., WANG Y., JIAO H., LI N., ZHANG H., LI S.F., WU J.T., GAO C. Fate and potential ecological risk of rare earth elements in 3000-year reclaimed soil chronosequences. Journal of Hazardous Materials. 476, 135076, 2024.
https://doi.org/10.1016/j.jhaz....
51.
National Environmental Protection Agency (Host), China National Environmental Monitoring Center (Ed.). Background values of soil elements in China. China Environmental Science Press, 1990.
53.
HAMAD S.H., SCHAUER J.J., SHAFER M.M., ABD AL-RHEEM E., SKAAR P.S., HEO J., TEJEDOR I. Risk assessment of total and bioavailable potentially toxic elements (PTEs) in urban soils of Baghdad-Iraq. Science of the Total Environment. 494, 39, 2014.
https://doi.org/10.1016/j.scit....
54.
GUNEY M., BOURGES C.M.J., CHAPUIS R.P., ZAGURY G.J. Lung bioaccessibility of As, Cu, Fe, Mn, Ni, Pb, and Zn in fine fraction (<20 μm) from contaminated soils and mine tailings. Science of the Total Environment. 579, 378, 2017.
https://doi.org/10.1016/j.scit....
55.
CHEN X., REN Y., LI C., SHANG Y., JI R., YAO D., HE Y. Study on Factors Influencing the Migration of Heavy Metals from Soil to Vegetables in a Heavy Industry City. Sustainability. 16 (24), 11084, 2024.
https://doi.org/10.3390/su1624....
56.
CHEN X., REN Y., LI C., SHANG Y., JI R., YAO D., HE Y. Pollution Characteristics and Ecological Risk Assessment of Typical Heavy Metals in the Soil of the Heavy Industrial City Baotou. Processes. 13 (1), 170, 2025.
https://doi.org/10.3390/pr1301....
57.
YANG L., LI Y., LIU Y., LING X.X., WU L.G., YU Y., YANG L., MENG W.X., YAN G.Y., LI X.H. Lead-lead dating reveals Permian remobilization of niobium mineralization at Bayan Obo. Economic Geology. 119 (6), 1383, 2024.
https://doi.org/10.5382/econge....
58.
WANG Z.G., YU X.Y., ZHAO Z.H. Geochemistry of rare earth elements. Beijing: Science Press. 5, 737, 1989.
59.
LIU X.R., LIU W.S., TANG Y.T., WANG S.Z., CAO Y.J., CHEN Z.W., XIE C.D., LIU C., GUO M.N., QIU R.L. Effects of in situ leaching on the origin and migration of rare earth elements in aqueous systems of South China: Insights based on REE patterns, and Ce and Eu anomalies. Journal of Hazardous Materials. 435, 128959, 2022.
https://doi.org/10.1016/j.jhaz....
60.
WAN Q., LIU B., ZHANG M., ZHAO M., DAI Y., LIU W., DING K., LIN Q., NI Z., LI J., WANG S., JIN C., TANG Y., QIU R. Co-transport of biochar nanoparticles (BC NPs) and rare earth elements (REEs) in water-saturated porous media: new insights into REE fractionation. Journal of Hazardous Materials. 453, 131390, 2023.
https://doi.org/10.1016/j.jhaz....
61.
ZUPANČIČ M., MILER M., ŽIBRET G. The relationship between the inhalation bioaccessibility of potentially toxic elements in road dust from a heavily polluted industrial area and the source of their pollution. Environmental Pollution. 361, 124810, 2024.
https://doi.org/10.1016/j.envp....
62.
CIGÁNKOVÁ H., MIKUŠKA P., HEGROVÁ J., KRAJČOVIČ J. Comparison of oxidative potential of PM1 and PM2.5 urban aerosol and bioaccessibility of associated elements in three simulated lung fluids. Science of the Total Environment. 800, 149502, 2021.
https://doi.org/10.1016/j.scit....
63.
YU Y., LING Y., LI Y., LV Z., DU Z., GUAN B., WANG Z.K., WANG X.H., YANG J.S., YU J. Distribution and influencing factors of metals in surface soil from the Yellow River Delta, China. Land. 11 (4), 523, 2022.
https://doi.org/10.3390/land11....
64.
KASTURY F., SMITH E., JUHASZ A.L. A critical review of approaches and limitations of inhalation bioavailability and bioaccessibility of metal (loid)s from ambient particulate matter or dust. Science of the Total Environment. 574, 1054, 2017.
https://doi.org/10.1016/j.scit....
65.
KASTURY F., SMITH E., KARNA R.R., SCHECKEL K.G., JUHASZ A.L. An inhalation-ingestion bioaccessibility assay (IIBA) for the assessment of exposure to metal (loid)s in PM10. Science of the Total Environment. 631, 92, 2018.
https://doi.org/10.1016/j.scit....
66.
LIU X., OUYANG W., SHU Y., TIAN Y., FENG Y., ZHANG T., CHEN W. Incorporating bioaccessibility into health risk assessment of heavy metals in particulate matter originated from different sources of atmospheric pollution. Environmental Pollution. 254, 113113, 2019.
https://doi.org/10.1016/j.envp....
67.
EZIZ M., MOHAMMAD A., MAMUT A., HINI G. A human health risk assessment of heavy metals in agricultural soils of Yanqi Basin, Silk Road Economic Belt, China. Human and Ecological Risk Assessment: An International Journal. 24 (5), 1352, 2018.
https://doi.org/10.1080/108070....