Abstract
Background
Exposure to toxic trace elements, which include metals and metalloids, can induce adverse health effects, including life-threatening diseases. Conversely, essential trace elements are vital for bodily functions, yet their excessive (or inadequate) intake may pose health risks. Therefore, identifying levels and determinants of exposure to trace elements is crucial for safeguarding human health.
Methods
The present study analyzed urinary concentrations of 14 trace elements (arsenic, cadmium, cobalt, chromium, copper, mercury, manganese, molybdenum, nickel, lead, antimony, selenium, thallium, and zinc) and their exposure determinants in 711 individuals, spanning from children to young adults from a Central European population from the Czech Republic. Multivariate linear regression and non-parametric Kruskal-Wallis ANOVA were used to investigate exposure determinants. Estimates of 95th percentile concentrations and confidence intervals were carried out to establish reference values (RV95). The study also assessed the percentage of population exceeding health-based guidance values (GVs) to gauge health risks.
Results
Young adults showed elevated toxic element concentrations, whereas children exhibited higher concentrations of essential elements. Mercury concentrations were associated with both dental amalgam filling count and seafood intake; arsenic concentrations were associated with seafood, rice, and mushroom consumption. Mushroom consumption also influenced lead concentrations. Sex differences were found for cadmium, zinc, nickel, and cobalt. Between 17.9% and 25% of the participants exceeded recommended GV for arsenic, while 2.4% to 2.8% exceeded GV for cadmium. Only one participant exceeded the GV for mercury, and none exceeded GVs for chromium and thallium. Essential trace elements’ GVs were surpassed by 38% to 68.5% participants for zinc, 1.3% to 1.8% for molybdenum, and 0.2% to 0.3% for selenium.
Impact
The present study examines trace element exposure in a Central European population from the Czech Republic, unveiling elevated exposure levels of toxic elements in young adults and essential elements in children. It elucidates key determinants of trace element exposure, including dietary and lifestyle indicators as well as dental amalgam fillings. Additionally, the study establishes novel reference values and a comparison with established health-based human biomonitoring guidance values, which are crucial for public health decision-making. This comprehensive biomonitoring study provides essential data to inform public health policies and interventions.
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Data availability
Per RECETOX Institutional Review Board approval, the data that support the findings of this study are restricted for transmission to those outside the primary investigative team. Data sharing with investigators outside the team requires IRB approval. Requests may be submitted to Lenka Andrýsková, Ph.D. (lenka.andryskova@recetox.muni.cz).
References
Vogel N, Murawski A, Schmied-Tobies MIH, Rucic E, Doyle U, Kämpfe A, et al. Lead, cadmium, mercury, and chromium in urine and blood of children and adolescents in Germany – Human biomonitoring results of the German Environmental Survey 2014–2017 (GerES V). Int J Hyg Environ Health. 2021;237:113822.
El-Kady AA, Abdel-Wahhab MA. Occurrence of trace metals in foodstuffs and their health impact. Trends Food Sci Technol. 2018;75:36–45.
Plum LM, Rink L. Hajo H. The essential toxin: Impact of zinc on human health. Int J Environ Res Public Health. 2010;7:1342–65.
Kim K, Melough MM, Vance TM, Noh H, Koo SI, Chun OK. Dietary cadmium intake and sources in the US. Nutrients. 2019;11:1–10.
Sunderland EM, Li M, Bullard K. Erratum: “Decadal Changes in the Edible Supply of Seafood and Methylmercury Exposure in the United States. Environ Health Perspect. 2018;126:029003.
Godebo TR, Stoner H, Kodsup P, Bases B, Marzoni S, Weil J. et al. Occurrence of heavy metals coupled with elevated levels of essential elements in chocolates: Health risk assessment. Food Res. 2024;187:114360. https://doi.org/10.1016/j.foodres.2024.114360
Gao J, Zhang D, Proshad R, Uwiringiyimana E, Wang Z. Assessment of the pollution levels of potential toxic elements in urban vegetable gardens in southwest China. Sci Rep. 2021;11:1–13. Available from: https://doi.org/10.1038/s41598-021-02069-6.
WHO. Trace elements in human nutrition and health. Geneva; 1996.
Bhattacharya PT, Misra SR, Hussain M. Nutritional Aspects of Essential Trace Elements in Oral Health and Disease: An Extensive Review. Sci (Cairo). 2016;2016:5464373.
Prashanth L, Kattapagari KK, Chitturi RT, Baddam VRR, Prasad LK. A review on role of essential trace elements in health and disease. J Dr NTR Univ Heal Sci. 2015;4:75.
Waseem A, Arshad J. A review of Human Biomonitoring studies of trace elements in Pakistan. Chemosphere. 2016;163:153–76.
Cooper RG, Harrison AP. The exposure to and health effects of antimony. Indian J Occup Env Med. 2009;13:3–10.
Peter ALJ, Viraraghavan T. Thallium: A review of public health and environmental concerns. Environ Int. 2005;31:493–501.
Tchounwou PB, Yedjou CG, Patlolla AK, Sutton DJ. Molecular, clinical and environmental toxicicology Volume 3: Environmental Toxicology. Mol Clin Environ Toxicol [Internet]. 2012;101:133–64. Available from: https://doi.org/10.1007/978-3-7643-8340-4.
WHO. 10 chemicals of public health concern. 2022.
Al osman M, Yang F, Massey IY. Exposure routes and health effects of heavy metals on children. BioMetals. 2019;32:563–73.
Balali-Mood M, Naseri K, Tahergorabi Z, Khazdair MR, Sadeghi M. Toxic Mechanisms of Five Heavy Metals: Mercury, Lead, Chromium, Cadmium, and Arsenic. Front Pharm. 2021;12:1–19.
Rivera-Núñez Z, Ashrap P, Barrett ES, Watkins DJ, Cathey AL, Vélez-Vega CM, et al. Association of biomarkers of exposure to metals and metalloids with maternal hormones in pregnant women from Puerto Rico. Environ Int. 2021;147:106310.
Esteban López M, Göen T, Mol H, Nübler S, Haji-Abbas-Zarrabi K, Koch HM, et al. The European human biomonitoring platform - Design and implementation of a laboratory quality assurance/quality control (QA/QC) programme for selected priority chemicals. Int J Hyg Environ Health. 2021;234:113740.
Gilles L, Govarts E, Rodriguez ML, Andersson A-M, Appenzeller BMR, Barbone F, et al. Harmonization of Human Biomonitoring Studies in Europe: Characteristics of the HBM4EU-Aligned Studies Participants. Int J Environ Res Public Health. 2022;19:6787.
Marx-Stoelting P, Rivière G, Luijten M, Aiello-Holden K, Bandow N, Baken K, et al. A walk in the PARC: developing and implementing 21st century chemical risk assessment in Europe. Arch Toxicol [Internet]. 2023;97:893–908. https://doi.org/10.1007/s00204-022-03435-7.
Ougier E, Ganzleben C, Lecoq P, Bessems J, David M, Schoeters G, et al. Chemical prioritisation strategy in the European Human Biomonitoring Initiative (HBM4EU) – Development and results. Int J Hyg Environ Health. 2021;236:113778.
Puklová V, Batáriová A, Černá M, Kotlík B, Kratzer K, Melicherčík J, et al. Cadmium exposure pathways in the Czech urban population. Cent Eur J Public Health. 2005;13:11–9.
Fucic A, Plavec D, Casteleyn L, Aerts D, Biot P, Katsonouri A, et al. Gender differences in cadmium and cotinine levels in prepubertal children. Environ Res. 2015;141:125–31.
de Burbure C, Buchet J-P, Leroyer A, Nisse C, Haguenoer J-M, Mutti A, et al. Renal and Neurologic Effects of Cadmium, Lead, Mercury, and Arsenic in Children: Evidence of Early Effects and Multiple Interactions at Environmental Exposure Levels. Environ Health Perspect. 2006;114:584–90.
Batáriová A, Spěváčková V, Beneš B, Čejchanová M, Šmíd J, Černá M. Blood and urine levels of Pb, Cd and Hg in the general population of the Czech Republic and proposed reference values. Int J Hyg Environ Health. 2006;209:359–66.
Černá M, Spěváčková V, Batáriová A, Šmíd J, Čejchanová M, Očadlíková D, et al. Human biomonitoring system in the Czech Republic. Int J Hyg Environ Health. 2007;210:495–9.
Černá M, Krsková A, Čejchanová M, Spěváčková V. Human biomonitoring in the Czech Republic: An overview. Int J Hyg Environ Health. 2012;215:109–19.
NIPH. ENVIRONMENTAL HEALTH MONITORING SYSTEM-Summary report 2022 [Internet]. Prague; 2023. Available from: https://szu.cz/wp-content/uploads/2024/01/Summary_report_2022.pdf.
Snoj Tratnik J, Kocman D, Horvat M, Andersson AM, Juul A, Jacobsen E, et al. Cadmium exposure in adults across Europe: Results from the HBM4EU Aligned Studies survey 2014–2020. Int J Hyg Environ Health. 2022;246:114050.
Govarts E, Gilles L, Rodriguez ML, Santonen T, Apel P, Alvito P, et al. Harmonized human biomonitoring in European children, teenagers and adults: EU-wide exposure data of 11 chemical substance groups from the HBM4EU Aligned Studies (2014–2021). Int J Hyg Environ Health. 2023;249:114119.
Piler P, Kandrnal V, Kukla L, Andrýsková L, Švancara J, Jarkovský J, et al. Cohort Profile: The European Longitudinal Study of Pregnancy and Childhood (ELSPAC) in the Czech Republic. Int J Epidemiol. 2016;46:dyw091.
Dereziński P, Klupczyńska A, Sawicki W, Kokot ZJ. Creatinine determination in urine by liquid chromatography-electrospray ionization-tandem mass spectrometry method. Acta Pol Pharm. 2016;73:303–13.
Wang B, Tang C, Wang H, Zhou W, Chen Y, Zhou Y, et al. Influence of body mass index status on urinary creatinine and specific gravity for epidemiological study of children. Eur J Pediatr. 2015;174:1481–9.
Carrieri M, Trevisan A, Bartolucci GB. Adjustment to concentration-dilution of spot urine samples: Correlation between specific gravity and creatinine. Int Arch Occup Environ Health. 2000;74:63–7.
Sauvé J-F, Lévesque M, Huard M, Drolet D, Lavoué J, Tardif R, et al. Creatinine and Specific Gravity Normalization in Biological Monitoring of Occupational Exposures. J Occup Environ Hyg. 2015;12:123–9.
Hoopmann M, Murawski A, Schümann M, Göen T, Apel P, Vogel N, et al. A revised concept for deriving reference values for internal exposures to chemical substances and its application to population-representative biomonitoring data in German children and adolescents 2014–2017 (GerES V). Int J Hyg Environ Health. 2023;253:114236.
Saravanabhavan G, Werry K, Walker M, Haines D, Malowany M, Khoury C. Human biomonitoring reference values for metals and trace elements in blood and urine derived from the Canadian Health Measures Survey 2007–2013. Int J Hyg Environ Health [Internet]. 2017;220:189–200. https://doi.org/10.1016/j.ijheh.2016.10.006.
ATSDR. Public Health Statement: Manganese. 2012.
Bae H-S, Ryu D-Y, Choi B-S, Park J-D. Urinary Arsenic Concentrations and their Associated Factors in Korean Adults. Toxicol Res. 2013;29:137–42.
Saoudi A, Zeghnoun A, Bidondo M-L, Garnier R, Cirimele V, Persoons R, et al. Urinary arsenic levels in the French adult population: The French National Nutrition and Health Study, 2006–2007. Sci Total Environ. 2012;433:206–15.
Minichilli F, Bianchi F, Ronchi A, Gorini F, Bustaffa E. Urinary Arsenic in Human Samples from Areas Characterized by Natural or Anthropogenic Pollution in Italy. Int J Environ Res Public Health. 2018;15:299.
Eick SM, Steinmaus C. Arsenic and Obesity: a Review of Causation and Interaction. Curr Environ Heal Rep. 2020;7:343–51.
Mridha D, Gorain PC, Joardar M, Das A, Majumder S, De A, et al. Rice grain arsenic and nutritional content during post harvesting to cooking: A review on arsenic bioavailability and bioaccessibility in humans. Food Res Int. 2022;154:111042.
González N, Calderón J, Rúbies A, Bosch J, Timoner I, Castell V, et al. Dietary exposure to total and inorganic arsenic via rice and rice-based products consumption. Food Chem Toxicol. 2020;141:111420.
Buekers J, Baken K, Govarts E, Martin LR, Vogel N, Kolossa-Gehring M, et al. Human urinary arsenic species, associated exposure determinants and potential health risks assessed in the HBM4EU Aligned Studies. Int J Hyg Environ Health. 2023;248:114115.
Menon M, Sarkar B, Hufton J, Reynolds C, Reina SV, Young S. Do arsenic levels in rice pose a health risk to the UK population? Ecotoxicol Environ Saf. 2020;197:110601.
Kaňa A, Koplík R, Braeuer S, Goessler W, Mestek O. Analysis of Main Arsenic Species in Canned Fish Marketed in the Czech Republic and Austria. J Food Chem Nanotechnol. 2018;04:10–17.
Khosravi-Darani K, Rehman Y, Katsoyiannis I, Kokkinos E, Zouboulis A. Arsenic Exposure via Contaminated Water and Food Sources. Water. 2022;14:1884.
Järup L, Åkesson A. Current status of cadmium as an environmental health problem. Toxicol Appl Pharm [Internet]. 2009;238:201–8. Available from: https://doi.org/10.1016/j.taap.2009.04.020.
Den Hond E, Govarts E, Willems H, Smolders R, Casteleyn L, Kolossa-Gehring M, et al. First Steps toward Harmonized Human Biomonitoring in Europe: Demonstration Project to Perform Human Biomonitoring on a European Scale. Environ Health Perspect. 2015;123:255–63.
Lee BK, Kim Y. Sex-specific profiles of blood metal levels associated with metal-iron interactions. Saf Health Work. 2014;5:113–7.
Ganguly K, Levänen B, Palmberg L, Åkesson A, Lindén A. Cadmium in tobacco smokers: a neglected link to lung disease? Eur Respir Rev. 2018;27:170122.
Nordberg GF, Nogawa K, Nordberg M Cadmium. In: Handbook on the Toxicology of Metals. Elsevier; 2015. p. 667–716.
Bartel-Steinbach M, Lermen D, Gwinner F, Schäfer M, Göen T, Conrad A, et al. Long-term monitoring of mercury in young German adults: Time trend analyses from the German Environmental Specimen Bank, 1995–2018. Environ Res. 2022;207:112592.
Astolfi ML, Vitali M, Marconi E, Martellucci S, Mattei V, Canepari S, et al. Urinary Mercury Levels and Predictors of Exposure among a Group of Italian Children. Int J Environ Res Public Health. 2020;17:9225.
Li H, Lin X, Zhao J, Cui L, Wang L, Gao Y, et al. Intestinal Methylation and Demethylation of Mercury. Bull Environ Contam Toxicol. 2019;102:597–604.
Puklová V, Krsková A, Černá M, Čejchanová M, Řehůřková I, Ruprich J, et al. The mercury burden of the Czech population: An integrated approach. Int J Hyg Environ Health. 2010;213:243–51.
Barbosa F, Tanus-Santos JE, Gerlach RF, Parsons PJ. A critical review of biomarkers used for monitoring human exposure to lead: Advantages, limitations, and future needs. Environ Health Perspect. 2005;113:1669–74.
Sallsten G, Ellingsen DG, Berlinger B, Weinbruch S, Barregard L. Variability of lead in urine and blood in healthy individuals. Environ Res [Internet]. 2022;212:113412. https://doi.org/10.1016/j.envres.2022.113412.
Kim JH, Lee A, Kim SK, Moon HB, Park J, Choi K, et al. Lead and mercury levels in repeatedly collected urine samples of young children: A longitudinal biomonitoring study. Environ Res [Internet]. 2020;189:109901 Available from: https://doi.org/10.1016/j.envres.2020.109901.
Orywal K, Socha K, Nowakowski P, Zon W, Kaczynski P, Mroczko B, et al. Health risk assessment of exposure to toxic elements resulting from consumption of dried wild-grown mushrooms available for sale. PLoS One. 2021;16:1–15.
Jaishankar M, Tseten T, Anbalagan N, Mathew BB, Beeregowda KN. Toxicity, mechanism and health effects of some heavy metals. Interdiscip Toxicol. 2014;760–72.
Tchounwou PB, Yedjou CG, Udensi UK, Pacurari M, Stevens JJ, Patlolla AK, et al. State of the science review of the health effects of inorganic arsenic: Perspectives for future research. Environ Toxicol. 2019;34:188–202.
Fatima G, Raza AM, Hadi N, Nigam N, Mahdi AA. Cadmium in Human Diseases: It’s More than Just a Mere Metal. Indian J Clin Biochem. 2019;34:371–8.
Sharma BM, Sáňka O, Kalina J, Scheringer M. An overview of worldwide and regional time trends in total mercury levels in human blood and breast milk from 1966 to 2015 and their associations with health effects. Environ Int. 2019;125:300–19.
Schulz C, Angerer J, Ewers U, Kolossa-Gehring M. The German Human Biomonitoring Commission. Int J Hyg Environ Health. 2007;210:373–82.
Lamkarkach F, Ougier E, Garnier R, Viau C, Kolossa-Gehring M, Lange R, et al. Human biomonitoring initiative (HBM4EU): Human biomonitoring guidance values (HBM-GVs) derived for cadmium and its compounds. Environ Int [Internet]. 2021;147:106337. https://doi.org/10.1016/j.envint.2020.106337.
Hays SM, Aylward LL, Gagné M, Nong A, Krishnan K. Biomonitoring Equivalents for inorganic arsenic. Regul Toxicol Pharm. 2010;58:1–9.
ATSDR. Toxicological Profile for Arsenic. Georgia; 2007.
Buekers J, David M, Koppen G, Bessems J, Scheringer M, Lebret E, et al. Development of Policy Relevant Human Biomonitoring Indicators for Chemical Exposure in the European Population. Int J Environ Res Public Health. 2018;15:2085.
Schulz C, Wilhelm M, Heudorf U, Kolossa-Gehring M. Reprint of “ Update of the reference and HBM values derived by the German Human Biomonitoring Commission.”. Int J Hyg Environ Health [Internet]. 2012;215:150–8. Available from: https://doi.org/10.1016/j.ijheh.2012.01.003.
Schulz C, Angerer J, Ewers U, Heudorf U, Wilhelm M. Revised and new reference values for environmental pollutants in urine or blood of children in Germany derived from the German Environmental Survey on Children 2003-2006 (GerES IV). Int J Hyg Environ Health. 2009;212:637–47.
Wilhelm M, Ewers U, Schulz C. Revised and new reference values for some trace elements in blood and urine for human biomonitoring in environmental medicine. Int J Hyg Environ Health. 2004;207:69–73.
Hoet P, Jacquerye C, Deumer G, Lison D, Haufroid V. Reference values and upper reference limits for 26 trace elements in the urine of adults living in Belgium. Clin Chem Lab Med. 2013;51:839–49.
Lee JW, Lee CK, Moon CS, Choi IJ, Lee KJ, Yi S-M, et al. Korea National Survey for Environmental Pollutants in the Human Body 2008: Heavy metals in the blood or urine of the Korean population. Int J Hyg Environ Health. 2012;215:449–57.
UNESCO. The International Standard Classification of Education (ISCED). 5. Montreal, Quebec, Canada: Prospects; 2012.
ANSES. Valeurs limites d’exposition en milieu professionnel. Évaluation des indicateurs biologiques d’exposition et recommandation de valeurs biologiques pour le chrome VI et ses composés. Rapport d’expertise collective. 2017.
Verdonck J, Duca RC, Galea KS, Iavicoli I, Poels K, Töreyin ZN, et al. Systematic review of biomonitoring data on occupational exposure to hexavalent chromium. Int J Hyg Environ Health. 2021;236:113799.
HBM Commission. Stoffmonographie Thallium - Referenz- und Human-Biomonitoring-(HBM)-Werte für Thallium im Urin. Stellungnahme der Kommission “Human-Biomonitoring” des Umweltbundesamtes. Bundesgesundheitsbl. 2011;54:516–24.
Leyssens L, Vinck B, Van Der Straeten C, Wuyts F, Maes L. Cobalt toxicity in humans—A review of the potential sources and systemic health effects. Toxicology. 2017;387:43–56.
Drysdale M Human Biomonitoring of and Determinants of Biomarker Levels for Contaminants and Nutrients in Old Crow, Yukon Territory. University of Waterloo; 2022.
Hays SM, Macey K, Poddalgoda D, Lu M, Nong A, Aylward LL. Biomonitoring Equivalents for molybdenum. Regul Toxicol Pharm [Internet]. 2016;77:223–9. https://doi.org/10.1016/j.yrtph.2016.03.004.
Hays SM, Macey K, Nong A, Aylward LL. Biomonitoring Equivalents for selenium. Regul Toxicol Pharm [Internet]. 2014;70:333–9. Available from: https://doi.org/10.1016/j.yrtph.2014.07.017.
Poddalgoda D, Macey K, Hancock S. Derivation of biomonitoring equivalents (BE values)for zinc. Regul Toxicol Pharm [Internet]. 2019;10:178–86. Available from: https://doi.org/10.1016/j.yrtph.2019.04.018.
Acknowledgements
The authors thank Petra Stuchlík Fišerová for specific gravity measurements. We thank all collaborating field workers, laboratory and administrative personnel, and especially the cohort participants who invested their time and provided samples and information for this study.
Funding
Authors thank the Research Infrastructure RECETOX RI (No. LM2023069) and CETOCOEN EXCELLENCE (CZ.02.1.01/0.0/0.0/17_043/0009632) for a supportive background. The work was supported by the OP RDE – project CETOCOEN Plus (CZ.02.1.01/0.0/0.0/15_003/0000469) financed by the Ministry of Education, Youth and Sports of the Czech Republic.
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Brij Mohan Sharma – Conceptualization, Methodology, Formal analysis, Investigation, Data curation, Writing – original draft, Writing – review & editing; Klára Komprdová – Investigation, Data curation, Visualization; Writing – review & editing; Supervision; Katarína Lörinczová – Data curation, Visualization; Writing – review & editing; Jan Kuta – Methodology, Formal analysis; Petra Přibylová – Methodology, Formal analysis; Martin Scheringer – Writing – review & editing, Supervision; Ludmila Šebejová – Resources, Data curation; Pavel Piler – Resources, Data curation; Martin Zvonař – Resources, Data curation; Jana Klánová – Resources, Funding acquisition, Writing – review & editing, Supervision.
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The ongoing and completed cohort studies, from which the participants in the present study were selected, obtained ethics approval from the relevant ethics committees (EKV-2019-002, EKV-2019-046 and ELSPAC/EK/2/2019), and these cohort studies were conducted in compliance with both European and national legal and ethical requirements. All participants provided written, informed consent prior to participating.
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Sharma, B.M., Komprdová, K., Lörinczová, K. et al. Human biomonitoring of essential and toxic trace elements (heavy metals and metalloids) in urine of children, teenagers, and young adults from a Central European Cohort in the Czech Republic. J Expo Sci Environ Epidemiol 35, 730–745 (2025). https://doi.org/10.1038/s41370-024-00724-4
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DOI: https://doi.org/10.1038/s41370-024-00724-4