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Association between environmental cadmium exposure and increased mortality in the U.S. National Health and Nutrition Examination Survey (1999–2018)

Abstract

Background

Cadmium (Cd) is toxic to human health and increases overall mortality. In this study, we investigated the association between Cd exposure and all-cause, cardiovascular (CVD), and cancer mortality in the general population and the mediating effect of smoking on these association.

Methods

We used data from U.S. National Health and Nutrition Examination Survey for 1999–2018. To evaluate the hazard ratio (HR) for mortality, a multiple Cox regression analysis was conducted by adjusting for age, sex, race/ethnicity, body mass index, smoking, alcohol, hypertension, diabetes, hyperlipidemia, and history of CVD and cancer. A causal mediation analysis was performed to estimate the effects of smoking.

Results

Among the 31,637 subjects, 5452 (12.3%) died. Blood Cd concentrations were significantly associated with all-cause (HR 1.473, 95% confidence interval [CI] 1.403–1.546, p < 0.001), CVD (HR 1.445, 95% CI 1.344–1.554, p < 0.001), and cancer (HR 1.496, 95% CI 1.406–1.592, p < 0.001) mortality. Urinary Cd concentrations were also significantly associated with them. Using feature selection via machine learning, the importance of Cd in all-cause and cancer mortality was second only to age. The association between Cd concentrations and all-cause mortality was significant in both ever-smokers and never-smokers. The mediating effect of smoking was estimated at 32%, whereas a large proportion (68%) remained a direct effect of Cd. In a subgroup analysis of subjects with cancer history, blood Cd concentrations were significantly associated with cancer-related deaths in those with a history of breast, gastrointestinal, and skin cancers.

Conclusion

High Cd exposure is an important risk factor for all-cause, CVD, and cancer mortality among the general population. Cd exposure increased the risk of death even in never-smokers, and its effects unrelated to smoking were substantial, suggesting the importance of regulating other sources of Cd exposure such as food and water.

Impact Statement

Using national large-scale data, we found that low-level environmental exposure to cadmium significantly increased the risk of all-cause, cardiovascular, and cancer mortality in the general population even after adjusting for several risk factors. Although smoking is a major source of cadmium exposure, cadmium was nevertheless significantly associated with all-cause mortality in never-smokers, and the mediating effect of smoking on this association was only 32%. Hence, other sources of cadmium exposure such as food and water may be important.

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Fig. 1: Blood/urinary Cd concentrations and mortality.
Fig. 2: Feature importance on all-cause, CVD, and cancer mortality.

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Data availability

The dataset supporting the conclusions of this article is available in the CDC repository [National Health and Nutrition Examination Survey in https://www.cdc.gov/nchs/nhanes/index.htm].

References

  1. Mezynska M, Brzoska MM. Environmental exposure to cadmium-a risk for health of the general population in industrialized countries and preventive strategies. Environ Sci Pollut Res Int. 2018;25:3211–32.

    Article  CAS  PubMed  Google Scholar 

  2. EFSA (Europen Food Safety Authority). Cadmium in Food. Scientific Opinion of the Panel on Contaminants in the Food Chain. EFSA J. 2009;980:1–139.

    Google Scholar 

  3. Jarup L, Akesson A. Current status of cadmium as an environmental health problem. Toxicol Appl Pharm. 2009;238:201–8.

    Article  Google Scholar 

  4. Genchi G, Sinicropi MS, Lauria G, Carocci A, Catalano A. The Effects of Cadmium Toxicity. Int J Environ Res Public Health 2020;17:3782.

  5. Nishijo M, Nakagawa H, Morikawa Y, Tabata M, Senma M, Kitagawa Y, et al. Prognostic factors of renal dysfunction induced by environmental cadmium pollution. Environ Res. 1994;64:112–21.

    Article  CAS  PubMed  Google Scholar 

  6. Nakagawa H, Nishijo M, Morikawa Y, Miura K, Tawara K, Kuriwaki J, et al. Urinary cadmium and mortality among inhabitants of a cadmium-polluted area in Japan. Environ Res. 2006;100:323–9.

    Article  CAS  PubMed  Google Scholar 

  7. Navas-Acien A, Tellez-Plaza M, Guallar E, Muntner P, Silbergeld E, Jaar B, et al. Blood cadmium and lead and chronic kidney disease in US adults: a joint analysis. Am J Epidemiol. 2009;170:1156–64.

    Article  PubMed  PubMed Central  Google Scholar 

  8. James KA, Meliker JR. Environmental cadmium exposure and osteoporosis: a review. Int J Public Health. 2013;58:737–45.

    Article  PubMed  Google Scholar 

  9. Lee MS, Park SK, Hu H, Lee S. Cadmium exposure and cardiovascular disease in the 2005 Korea National Health and Nutrition Examination Survey. Environ Res. 2011;111:171–6.

    Article  CAS  PubMed  Google Scholar 

  10. Mendy A, Gasana J, Vieira ER. Urinary heavy metals and associated medical conditions in the US adult population. Int J Environ Health Res. 2012;22:105–18.

    Article  CAS  PubMed  Google Scholar 

  11. Peters JL, Perlstein TS, Perry MJ, McNeely E, Weuve J. Cadmium exposure in association with history of stroke and heart failure. Environ Res. 2010;110:199–206.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  12. IARC (International Agency for Research on Cancer). IARC monographs on the evaluation of the carcinogenic risk of chemicals to man: cadmium, nickel, some epoxides, miscellaneous industrial chemicals and general consideration on volatile anaesthetics. IARC Monogr Eval Carcinog Risk Chem Man. 1976;11:1–293.

    Google Scholar 

  13. Filippini T, Torres D, Lopes C, Carvalho C, Moreira P, Naska A, et al. Cadmium exposure and risk of breast cancer: A dose-response meta-analysis of cohort studies. Environ Int. 2020;142:105879.

    Article  CAS  PubMed  Google Scholar 

  14. Larsson SC, Wolk A. Urinary cadmium and mortality from all causes, cancer and cardiovascular disease in the general population: systematic review and meta-analysis of cohort studies. Int J Epidemiol. 2016;45:782–91.

    Article  PubMed  Google Scholar 

  15. Duan W, Xu C, Liu Q, Xu J, Weng Z, Zhang X, et al. Levels of a mixture of heavy metals in blood and urine and all-cause, cardiovascular disease and cancer mortality: A population-based cohort study. Environ Pollut. 2020;263:114630.

    Article  CAS  PubMed  Google Scholar 

  16. Li Z, Fan Y, Tao C, Yan W, Huang Y, Qian H, et al. Association between exposure to cadmium and risk of all-cause and cause-specific mortality in the general US adults: A prospective cohort study. Chemosphere. 2022;307:136060.

    Article  CAS  PubMed  Google Scholar 

  17. National Center for Health Statistics. Office of Analysis and Epidemiology. The Linkage of National Center for Health Statistics Survey Data to the National Death Index—2015 Linked Mortality File (LMF): Methodology Overview and Analytic Considerations. Hyattsville, Maryland 2019.

  18. Arnlov J, Ingelsson E, Sundstrom J, Lind L. Impact of body mass index and the metabolic syndrome on the risk of cardiovascular disease and death in middle-aged men. Circulation. 2010;121:230–6.

    Article  PubMed  Google Scholar 

  19. Durrleman S, Simon R. Flexible regression models with cubic splines. Stat Med. 1989;8:551–61.

    Article  CAS  PubMed  Google Scholar 

  20. van der Wal WM, Geskus RB. ipw: An R Package for Inverse Probability Weighting. J Stat Softw. 2011;43:1–23.

    Article  Google Scholar 

  21. Mehrabadi A, Dodds L, MacDonald NE, Top KA, Benchimol EI, Kwong JC, et al. Association of Maternal Influenza Vaccination During Pregnancy With Early Childhood Health Outcomes. JAMA. 2021;325:2285–93.

    Article  PubMed  PubMed Central  Google Scholar 

  22. Chawla NV, Bowyer KW, Hall LO, Kegelmeyer WP. SMOTE: Synthetic Minority Over-sampling Technique. J Artif Intell Res. 2002;16:321–57.

    Article  Google Scholar 

  23. Altmann A, Tolosi L, Sander O, Lengauer T. Permutation importance: a corrected feature importance measure. Bioinformatics. 2010;26:1340–7.

    Article  CAS  PubMed  Google Scholar 

  24. Yoshida K, Li Y. Mathur MB Package ‘Regmedint’: Regression-Based Causal Mediation Analysis with an Interaction Term Regression-Based Causal Mediation Analysis with an Interaction Term. 2022; R package version 1.0.0.: https://cran.r-project.org/web/packages/regmedint/index.html.

  25. Valeri L, Vanderweele TJ. Mediation analysis allowing for exposure-mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros. Psychol Methods. 2013;18:137–50.

    Article  PubMed  PubMed Central  Google Scholar 

  26. Valeri L, VanderWeele TJ. SAS macro for causal mediation analysis with survival data. Epidemiology. 2015;26:e23–24.

    Article  PubMed  Google Scholar 

  27. 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. 2017;220:189–200.

    Article  CAS  PubMed  Google Scholar 

  28. 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. 2021;147:106337.

    Article  CAS  PubMed  Google Scholar 

  29. Tinkov AA, Filippini T, Ajsuvakova OP, Skalnaya MG, Aaseth J, Bjorklund G, et al. Cadmium and atherosclerosis: A review of toxicological mechanisms and a meta-analysis of epidemiologic studies. Environ Res. 2018;162:240–60.

    Article  CAS  PubMed  Google Scholar 

  30. Messner B, Knoflach M, Seubert A, Ritsch A, Pfaller K, Henderson B, et al. Cadmium is a novel and independent risk factor for early atherosclerosis mechanisms and in vivo relevance. Arterioscler Thromb Vasc Biol. 2009;29:1392–8.

    Article  CAS  PubMed  Google Scholar 

  31. Tellez-Plaza M, Jones MR, Dominguez-Lucas A, Guallar E, Navas-Acien A. Cadmium exposure and clinical cardiovascular disease: a systematic review. Curr Atheroscler Rep. 2013;15:356.

    Article  PubMed  Google Scholar 

  32. Rani A, Kumar A, Lal A, Pant M. Cellular mechanisms of cadmium-induced toxicity: a review. Int J Environ Health Res. 2014;24:378–99.

    Article  CAS  PubMed  Google Scholar 

  33. Djordjevic VR, Wallace DR, Schweitzer A, Boricic N, Knezevic D, Matic S, et al. Environmental cadmium exposure and pancreatic cancer: Evidence from case control, animal and in vitro studies. Environ Int. 2019;128:353–61.

    Article  CAS  PubMed  Google Scholar 

  34. Waalkes MP. Cadmium carcinogenesis. Mutat Res. 2003;533:107–20.

    Article  CAS  PubMed  Google Scholar 

  35. Nawrot T, Plusquin M, Hogervorst J, Roels HA, Celis H, Thijs L, et al. Environmental exposure to cadmium and risk of cancer: a prospective population-based study. Lancet Oncol. 2006;7:119–26.

    Article  CAS  PubMed  Google Scholar 

  36. Luckett BG, Su LJ, Rood JC, Fontham ET. Cadmium exposure and pancreatic cancer in south Louisiana. J Environ Public Health. 2012;2012:180186.

    Article  PubMed  PubMed Central  Google Scholar 

  37. Watanabe Y, Nogawa K, Nishijo M, Sakurai M, Ishizaki M, Morikawa Y, et al. Relationship between cancer mortality and environmental cadmium exposure in the general Japanese population in cadmium non-polluted areas. Int J Hyg Environ Health. 2020;223:65–70.

    Article  CAS  PubMed  Google Scholar 

  38. Garcia-Esquinas E, Pollan M, Tellez-Plaza M, Francesconi KA, Goessler W, Guallar E, et al. Cadmium exposure and cancer mortality in a prospective cohort: the strong heart study. Environ Health Perspect. 2014;122:363–70.

    Article  PubMed  PubMed Central  Google Scholar 

  39. Vacchi-Suzzi C, Kruse D, Harrington J, Levine K, Meliker JR. Is Urinary Cadmium a Biomarker of Long-term Exposure in Humans? A Review. Curr Environ Health Rep. 2016;3:450–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  40. Beveridge R, Pintos J, Parent ME, Asselin J, Siemiatycki J. Lung cancer risk associated with occupational exposure to nickel, chromium VI, and cadmium in two population-based case-control studies in Montreal. Am J Ind Med. 2010;53:476–85.

    Article  PubMed  Google Scholar 

  41. Van Maele-Fabry G, Lombaert N, Lison D. Dietary exposure to cadmium and risk of breast cancer in postmenopausal women: A systematic review and meta-analysis. Environ Int. 2016;86:1–13.

    Article  PubMed  Google Scholar 

  42. Larsson SC, Orsini N, Wolk A. Urinary cadmium concentration and risk of breast cancer: a systematic review and dose-response meta-analysis. Am J Epidemiol. 2015;182:375–80.

    Article  PubMed  Google Scholar 

  43. Lu J, Zhou Z, Zheng J, Zhang Z, Lu R, Liu H, et al. 2D-DIGE and MALDI TOF/TOF MS analysis reveal that small GTPase signaling pathways may play an important role in cadmium-induced colon cell malignant transformation. Toxicol Appl Pharm. 2015;288:106–13.

    Article  CAS  Google Scholar 

  44. Naji S, Issa K, Eid A, Iratni R, Eid AH. Cadmium Induces Migration of Colon Cancer Cells: Roles of Reactive Oxygen Species, P38 and Cyclooxygenase-2. Cell Physiol Biochem. 2019;52:1517–34.

    Article  CAS  PubMed  Google Scholar 

  45. Jiang A, Gong L, Ding H, Wang M. Cancer Mortality and Long-Term Environmental Exposure of Cadmium in Contaminated Community Based on a Third Retrospective Cause of Death Investigation of Residents Living in the Guangdong Province from 2004 to 2005. Biol Trace Elem Res. 2021;199:4504–15.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Martin O, Scholze M, Ermler S, McPhie J, Bopp SK, Kienzler A, et al. Ten years of research on synergisms and antagonisms in chemical mixtures: A systematic review and quantitative reappraisal of mixture studies. Environ Int. 2021;146:106206.

    Article  CAS  PubMed  Google Scholar 

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Funding

This research was supported by a grant from the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI), funded by the Ministry of Health & Welfare, Republic of Korea (grant number: HI19C1194).

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Authors and Affiliations

Authors

Contributions

SM was responsible for conceptualization, methodology, validation, formal analysis, investigation, resources, data curation, visualization, writing—original draft, and writing—review and editing. JL was responsible for methodology, data curation, and visualization. JMY was responsible for methodology, validation, and supervision. HC was responsible for methodology, data curation, and visualization. SC was responsible for methodology, data curation, and visualization. JP was responsible for methodology, data curation, and visualization. KC was responsible for methodology, validation, supervision, and funding acquisition. EK was responsible for data curation and visualization. HC was responsible for methodology, validation, supervision, and funding acquisition. MJK was responsible for methodology, validation, supervision, writing- original draft, writing- review and editing, and project administration. YJP was responsible for methodology, validation, supervision, project administration, and funding acquisition.

Corresponding author

Correspondence to Min Joo Kim.

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The authors declare no competing interests.

Ethical approval

All U.S. NHANES protocols were approved by the Research Ethics Review Board of the National Center for Health Statistics, U.S. Centers for Disease Control and Prevention (NCHS IRB/ERB Protocol Number: 1999–2004, Protocol #98–12; 2005–2010, Protocol #2005–06; 2011–2016, Protocol #2011–17). All patients provided written informed consent.

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Moon, S., Lee, J., Yu, J.M. et al. Association between environmental cadmium exposure and increased mortality in the U.S. National Health and Nutrition Examination Survey (1999–2018). J Expo Sci Environ Epidemiol 33, 874–882 (2023). https://doi.org/10.1038/s41370-023-00556-8

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