Skip to main content
Top
Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | Hypertension | Research

Associations between patterns of blood heavy metal exposure and health outcomes: insights from NHANES 2011–2016

Authors: Xiangyu Wang, Xinhao Han, Shufang Guo, Yujie Ma, Yafeng Zhang

Published in: BMC Public Health | Issue 1/2024

Login to get access

Abstract

Background

Extensive research has explored the association between heavy metal exposure and various health outcomes, including malignant neoplasms, hypertension, diabetes, and heart diseases. This study aimed to investigate the relationship between patterns of exposure to a mixture of seven heavy metals and these health outcomes.

Methods

Blood samples from 7,236 adults in the NHANES 2011–2016 studies were analyzed for levels of cadmium, manganese, lead, mercury, selenium, copper, and zinc. Cluster analysis and logistic regression identified three distinct patterns of mixed heavy metal exposure, and their associations with health outcomes were evaluated.

Results

Pattern 1 exhibited higher odds ratios (ORs) for malignancy during NHANES 2011–2012 (OR = 1.33) and 2015–2016 (OR = 1.29) compared to pattern 2. Pattern 3 showed a lower OR for malignancy during NHANES 2013–2014 (OR = 0.62). For hypertension, pattern 1 displayed higher ORs than pattern 2 for NHANES 2011–2012 (OR = 1.26), 2013–2014 (OR = 1.31), and 2015–2016 (OR = 1.41). Pattern 3 had lower ORs for hypertension during NHANES 2013–2014 (OR = 0.72) and 2015–2016 (OR = 0.67). In terms of heart diseases, pattern 1 exhibited higher ORs than pattern 2 for NHANES 2011–2012 (OR = 1.34), 2013–2014 (OR = 1.76), and 2015–2016 (OR = 1.68). Pattern 3 had lower ORs for heart diseases during NHANES 2013–2014 (OR = 0.59) and 2015–2016 (OR = 0.52). However, no significant trend was observed for diabetes. All three patterns showed the strongest association with hypertension among the health outcomes studied.

Conclusions

The identified patterns of seven-metal mixtures in NHANES 2011–2016 were robust. Pattern 1 exhibited higher correlations with hypertension, heart disease, and malignancy compared to pattern 2, suggesting an interaction between these metals. Particularly, the identified patterns could offer valuable insights into the management of hypertension in healthy populations.
Appendix
Available only for authorised users
Literature
1.
go back to reference World Health Organization, International Programme on Chemical Safety. WHO human health risk assessment toolkit: chemical hazards. Geneva: World Health Organization; 2010. World Health Organization, International Programme on Chemical Safety. WHO human health risk assessment toolkit: chemical hazards. Geneva: World Health Organization; 2010.
2.
go back to reference Lentini P, Zanoli L, Granata A, Signorelli SS, Castellino P, Dell’Aquila R. Kidney and heavy metals - the role of environmental exposure (Review). Mol Med Rep. 2017;15(5):3413–9.PubMedCrossRef Lentini P, Zanoli L, Granata A, Signorelli SS, Castellino P, Dell’Aquila R. Kidney and heavy metals - the role of environmental exposure (Review). Mol Med Rep. 2017;15(5):3413–9.PubMedCrossRef
3.
go back to reference Moon MK, Lee I, Lee A, Park H, Kim MJ, Kim S, et al. Lead, mercury, and cadmium exposures are associated with obesity but not with diabetes mellitus: Korean National Environmental Health Survey (KoNEHS) 2015–2017. Environ Res. 2022;204(Pt A):111888.PubMedCrossRef Moon MK, Lee I, Lee A, Park H, Kim MJ, Kim S, et al. Lead, mercury, and cadmium exposures are associated with obesity but not with diabetes mellitus: Korean National Environmental Health Survey (KoNEHS) 2015–2017. Environ Res. 2022;204(Pt A):111888.PubMedCrossRef
4.
go back to reference Baranowska-Bosiacka I, Gutowska I, Rybicka M, Nowacki P, Chlubek D. Neurotoxicity of lead. Hypothetical molecular mechanisms of synaptic function disorders. Neurol Neurochir Pol. 2012;46(6):569–78.PubMedCrossRef Baranowska-Bosiacka I, Gutowska I, Rybicka M, Nowacki P, Chlubek D. Neurotoxicity of lead. Hypothetical molecular mechanisms of synaptic function disorders. Neurol Neurochir Pol. 2012;46(6):569–78.PubMedCrossRef
6.
go back to reference Navas-Acien A, Guallar E, Silbergeld EK, Rothenberg SJ. Lead exposure and cardiovascular disease–a systematic review. Environ Health Perspect. 2007;115(3):472–82.PubMedCrossRef Navas-Acien A, Guallar E, Silbergeld EK, Rothenberg SJ. Lead exposure and cardiovascular disease–a systematic review. Environ Health Perspect. 2007;115(3):472–82.PubMedCrossRef
8.
go back to reference Glicklich D, Frishman WH. The case for cadmium and lead heavy metal screening. Am J Med Sci. 2021;362(4):344–54.PubMedCrossRef Glicklich D, Frishman WH. The case for cadmium and lead heavy metal screening. Am J Med Sci. 2021;362(4):344–54.PubMedCrossRef
9.
go back to reference Saturday A. Mercury and its associated impacts on environment and human health: a review. J Environ Health Sci. 2018;4(2):37–43. Saturday A. Mercury and its associated impacts on environment and human health: a review. J Environ Health Sci. 2018;4(2):37–43.
10.
go back to reference Zhou F, Xie J, Zhang S, Yin G, Gao Y, Zhang Y, et al. Lead, cadmium, arsenic, and mercury combined exposure disrupted synaptic homeostasis through activating the Snk-SPAR pathway. Ecotoxicol Environ Saf. 2018;163:674–84.PubMedCrossRef Zhou F, Xie J, Zhang S, Yin G, Gao Y, Zhang Y, et al. Lead, cadmium, arsenic, and mercury combined exposure disrupted synaptic homeostasis through activating the Snk-SPAR pathway. Ecotoxicol Environ Saf. 2018;163:674–84.PubMedCrossRef
14.
go back to reference Chen S, Cao Z, Prettner K, Kuhn M, Yang J, Jiao L, et al. Estimates and projections of the global economic cost of 29 cancers in 204 countries and territories from 2020 to 2050. JAMA Oncol. 2023;9(4):465–72.PubMedPubMedCentralCrossRef Chen S, Cao Z, Prettner K, Kuhn M, Yang J, Jiao L, et al. Estimates and projections of the global economic cost of 29 cancers in 204 countries and territories from 2020 to 2050. JAMA Oncol. 2023;9(4):465–72.PubMedPubMedCentralCrossRef
17.
go back to reference Ebrahimi M, Khalili N, Razi S, Keshavarz-Fathi M, Khalili N, Rezaei N. Effects of lead and cadmium on the immune system and cancer progression. J Environ Health Sci Eng. 2020;18(1):335–43.PubMedPubMedCentralCrossRef Ebrahimi M, Khalili N, Razi S, Keshavarz-Fathi M, Khalili N, Rezaei N. Effects of lead and cadmium on the immune system and cancer progression. J Environ Health Sci Eng. 2020;18(1):335–43.PubMedPubMedCentralCrossRef
18.
go back to reference Filippini T, Wise LA, Vinceti M. Cadmium exposure and risk of diabetes and prediabetes: a systematic review and dose-response meta-analysis. Environ Int. 2022;158:106920.PubMedCrossRef Filippini T, Wise LA, Vinceti M. Cadmium exposure and risk of diabetes and prediabetes: a systematic review and dose-response meta-analysis. Environ Int. 2022;158:106920.PubMedCrossRef
19.
go back to reference Houston MC. Role of mercury toxicity in hypertension, cardiovascular disease, and stroke. J Clin Hypertens (Greenwich). 2011;13(8):621–7.PubMedCrossRef Houston MC. Role of mercury toxicity in hypertension, cardiovascular disease, and stroke. J Clin Hypertens (Greenwich). 2011;13(8):621–7.PubMedCrossRef
20.
go back to reference U.S. Food and Drug Administration. Food labeling: revision of the nutrition and supplement facts labels. external link disclaimer. 2016. U.S. Food and Drug Administration. Food labeling: revision of the nutrition and supplement facts labels. external link disclaimer. 2016.
21.
go back to reference Lelièvre P, Sancey L, Coll JL, Deniaud A, Busser B. The multifaceted roles of copper in cancer: a trace metal element with dysregulated metabolism, but also a target or a bullet for therapy. Cancers. 2020;12(12):3594.PubMedPubMedCentralCrossRef Lelièvre P, Sancey L, Coll JL, Deniaud A, Busser B. The multifaceted roles of copper in cancer: a trace metal element with dysregulated metabolism, but also a target or a bullet for therapy. Cancers. 2020;12(12):3594.PubMedPubMedCentralCrossRef
22.
go back to reference Bjørklund G, Dadar M, Pivina L, Doşa MD, Semenova Y, Aaseth J. The role of zinc and copper in insulin resistance and diabetes mellitus. Curr Med Chem. 2020;27(39):6643–57.PubMedCrossRef Bjørklund G, Dadar M, Pivina L, Doşa MD, Semenova Y, Aaseth J. The role of zinc and copper in insulin resistance and diabetes mellitus. Curr Med Chem. 2020;27(39):6643–57.PubMedCrossRef
24.
go back to reference Darroudi S, Saberi-Karimian M, Tayefi M, Tayefi B, Khashyarmanesh Z, Fereydouni N, et al. Association between hypertension in healthy participants and zinc and copper status: a population-based study. Biol Trace Elem Res. 2019;190(1):38–44.PubMedCrossRef Darroudi S, Saberi-Karimian M, Tayefi M, Tayefi B, Khashyarmanesh Z, Fereydouni N, et al. Association between hypertension in healthy participants and zinc and copper status: a population-based study. Biol Trace Elem Res. 2019;190(1):38–44.PubMedCrossRef
25.
26.
go back to reference Bulka CM, Persky VW, Daviglus ML, Durazo-Arvizu RA, Argos M. Multiple metal exposures and metabolic syndrome: a cross-sectional analysis of the National Health and Nutrition Examination Survey 2011–2014. Environ Res. 2019;168:397–405.PubMedCrossRef Bulka CM, Persky VW, Daviglus ML, Durazo-Arvizu RA, Argos M. Multiple metal exposures and metabolic syndrome: a cross-sectional analysis of the National Health and Nutrition Examination Survey 2011–2014. Environ Res. 2019;168:397–405.PubMedCrossRef
28.
go back to reference Lee BK, Kim Y. Relationship between blood manganese and blood pressure in the Korean general population according to KNHANES 2008. Environ Res. 2011;111(6):797–803.PubMedCrossRef Lee BK, Kim Y. Relationship between blood manganese and blood pressure in the Korean general population according to KNHANES 2008. Environ Res. 2011;111(6):797–803.PubMedCrossRef
29.
go back to reference Shan Z, Chen S, Sun T, Luo C, Guo Y, Yu X, et al. U-shaped association between plasma manganese levels and type 2 diabetes. Environ Health Perspect. 2016;124(12):1876–81.PubMedPubMedCentralCrossRef Shan Z, Chen S, Sun T, Luo C, Guo Y, Yu X, et al. U-shaped association between plasma manganese levels and type 2 diabetes. Environ Health Perspect. 2016;124(12):1876–81.PubMedPubMedCentralCrossRef
30.
go back to reference Chen H, Cui Z, Lu W, Wang P, Wang J, Zhou Z, et al. Association between serum manganese levels and diabetes in Chinese adults with hypertension. J Clin Hypertens (Greenwich). 2022;24(7):918–27.PubMedCrossRef Chen H, Cui Z, Lu W, Wang P, Wang J, Zhou Z, et al. Association between serum manganese levels and diabetes in Chinese adults with hypertension. J Clin Hypertens (Greenwich). 2022;24(7):918–27.PubMedCrossRef
31.
go back to reference Bulka CM, Scannell Bryan M, Persky VW, Daviglus ML, Durazo-Arvizu RA, Parvez F, et al. Changes in blood pressure associated with lead, manganese, and selenium in a Bangladeshi cohort. Environ Pollut. 2019;248:28–35.PubMedPubMedCentralCrossRef Bulka CM, Scannell Bryan M, Persky VW, Daviglus ML, Durazo-Arvizu RA, Parvez F, et al. Changes in blood pressure associated with lead, manganese, and selenium in a Bangladeshi cohort. Environ Pollut. 2019;248:28–35.PubMedPubMedCentralCrossRef
32.
go back to reference Wang X, Mukherjee B, Park SK. Associations of cumulative exposure to heavy metal mixtures with obesity and its comorbidities among U.S. adults in NHANES 2003–2014. Environ Int. 2018;121(Pt 1):683–94.PubMedPubMedCentralCrossRef Wang X, Mukherjee B, Park SK. Associations of cumulative exposure to heavy metal mixtures with obesity and its comorbidities among U.S. adults in NHANES 2003–2014. Environ Int. 2018;121(Pt 1):683–94.PubMedPubMedCentralCrossRef
33.
go back to reference Zhou F, Yin G, Gao Y, Liu D, Xie J, Ouyang L, et al. Toxicity assessment due to prenatal and lactational exposure to lead, cadmium and mercury mixtures. Environ Int. 2019;133(Pt B):105192.PubMedCrossRef Zhou F, Yin G, Gao Y, Liu D, Xie J, Ouyang L, et al. Toxicity assessment due to prenatal and lactational exposure to lead, cadmium and mercury mixtures. Environ Int. 2019;133(Pt B):105192.PubMedCrossRef
34.
go back to reference Mukherjee A, Sharma A, Talukder G. Effect of selenium on cadmium-induced chromosomal aberrations in bone marrow cells of mice. Toxicol Lett. 1988;41(1):23–9.PubMedCrossRef Mukherjee A, Sharma A, Talukder G. Effect of selenium on cadmium-induced chromosomal aberrations in bone marrow cells of mice. Toxicol Lett. 1988;41(1):23–9.PubMedCrossRef
35.
go back to reference Bjørklund G, Aaseth J, Ajsuvakova OP, Nikonorov AA, Skalny AV, Skalnaya MG, et al. Molecular interaction between mercury and selenium in neurotoxicity. Coord Chem Rev. 2017;332:30–7.CrossRef Bjørklund G, Aaseth J, Ajsuvakova OP, Nikonorov AA, Skalny AV, Skalnaya MG, et al. Molecular interaction between mercury and selenium in neurotoxicity. Coord Chem Rev. 2017;332:30–7.CrossRef
36.
go back to reference Bjørklund G. Selenium as an antidote in the treatment of mercury intoxication. Biometals. 2015;28(4):605–14.PubMedCrossRef Bjørklund G. Selenium as an antidote in the treatment of mercury intoxication. Biometals. 2015;28(4):605–14.PubMedCrossRef
37.
go back to reference Filippini T, Cilloni S, Malavolti M, Violi F, Malagoli C, Tesauro M, et al. Dietary intake of cadmium, chromium, copper, manganese, selenium and zinc in a Northern Italy community. J Trace Elem Med Biol. 2018;50:508–17.PubMedCrossRef Filippini T, Cilloni S, Malavolti M, Violi F, Malagoli C, Tesauro M, et al. Dietary intake of cadmium, chromium, copper, manganese, selenium and zinc in a Northern Italy community. J Trace Elem Med Biol. 2018;50:508–17.PubMedCrossRef
38.
go back to reference Squitti R, Mendez AJ, Simonelli I, Ricordi C. Diabetes and Alzheimer’s disease: can elevated free copper predict the risk of the disease? J Alzheimers Dis. 2017;56(3):1055–64.PubMedPubMedCentralCrossRef Squitti R, Mendez AJ, Simonelli I, Ricordi C. Diabetes and Alzheimer’s disease: can elevated free copper predict the risk of the disease? J Alzheimers Dis. 2017;56(3):1055–64.PubMedPubMedCentralCrossRef
39.
go back to reference Karamanis D, Stamoulis K, Ioannides KG. Natural radionuclides and heavy metals in bottled water in Greece. Desalination. 2007;213(1):90–7.CrossRef Karamanis D, Stamoulis K, Ioannides KG. Natural radionuclides and heavy metals in bottled water in Greece. Desalination. 2007;213(1):90–7.CrossRef
40.
go back to reference Matović V, Buha A, Ðukić-Ćosić D, Bulat Z. Insight into the oxidative stress induced by lead and/or cadmium in blood, liver and kidneys. Food Chem Toxicol. 2015;78:130–40.PubMedCrossRef Matović V, Buha A, Ðukić-Ćosić D, Bulat Z. Insight into the oxidative stress induced by lead and/or cadmium in blood, liver and kidneys. Food Chem Toxicol. 2015;78:130–40.PubMedCrossRef
41.
go back to reference Liao KW, Pan WH, Liou SH, Sun CW, Huang PC, Wang SL. Levels and temporal variations of urinary lead, cadmium, cobalt, and copper exposure in the general population of Taiwan. Environ Sci Pollut Res Int. 2019;26(6):6048–64.PubMedCrossRef Liao KW, Pan WH, Liou SH, Sun CW, Huang PC, Wang SL. Levels and temporal variations of urinary lead, cadmium, cobalt, and copper exposure in the general population of Taiwan. Environ Sci Pollut Res Int. 2019;26(6):6048–64.PubMedCrossRef
42.
go back to reference Chowdhury R, Ramond A, O’Keeffe LM, Shahzad S, Kunutsor SK, Muka T, et al. Environmental toxic metal contaminants and risk of cardiovascular disease: systematic review and meta-analysis. BMJ. 2018;362:k3310.PubMedPubMedCentralCrossRef Chowdhury R, Ramond A, O’Keeffe LM, Shahzad S, Kunutsor SK, Muka T, et al. Environmental toxic metal contaminants and risk of cardiovascular disease: systematic review and meta-analysis. BMJ. 2018;362:k3310.PubMedPubMedCentralCrossRef
43.
go back to reference Yao X, Steven XuX, Yang Y, Zhu Z, Zhu Z, Tao F, et al. Stratification of population in NHANES 2009–2014 based on exposure pattern of lead, cadmium, mercury, and arsenic and their association with cardiovascular, renal and respiratory outcomes. Environ Int. 2021;149:106410.PubMedCrossRef Yao X, Steven XuX, Yang Y, Zhu Z, Zhu Z, Tao F, et al. Stratification of population in NHANES 2009–2014 based on exposure pattern of lead, cadmium, mercury, and arsenic and their association with cardiovascular, renal and respiratory outcomes. Environ Int. 2021;149:106410.PubMedCrossRef
44.
go back to reference 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(Pt A):114630.PubMedCrossRef 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(Pt A):114630.PubMedCrossRef
45.
go back to reference Flores CR, Puga MP, Wrobel K, GaraySevilla ME, Wrobel K. Trace elements status in diabetes mellitus type 2: possible role of the interaction between molybdenum and copper in the progress of typical complications. Diabetes Res Clin Pract. 2011;91(3):333–41.PubMedCrossRef Flores CR, Puga MP, Wrobel K, GaraySevilla ME, Wrobel K. Trace elements status in diabetes mellitus type 2: possible role of the interaction between molybdenum and copper in the progress of typical complications. Diabetes Res Clin Pract. 2011;91(3):333–41.PubMedCrossRef
46.
go back to reference Afridi HI, Kazi TG, Talpur FN, Brabazon D. Evaluation of trace and toxic elements in the samples of different cigarettes and their impact on human health of Irish diabetes mellitus patients. Clin Lab. 2015;61(1–2):123–40.PubMed Afridi HI, Kazi TG, Talpur FN, Brabazon D. Evaluation of trace and toxic elements in the samples of different cigarettes and their impact on human health of Irish diabetes mellitus patients. Clin Lab. 2015;61(1–2):123–40.PubMed
47.
go back to reference Squitti R, Negrouk V, Perera M, Llabre MM, Ricordi C, Rongioletti MCA, et al. Serum copper profile in patients with type 1 diabetes in comparison to other metals. J Trace Elem Med Biol. 2019;56:156–61.PubMedCrossRef Squitti R, Negrouk V, Perera M, Llabre MM, Ricordi C, Rongioletti MCA, et al. Serum copper profile in patients with type 1 diabetes in comparison to other metals. J Trace Elem Med Biol. 2019;56:156–61.PubMedCrossRef
48.
go back to reference Little BB, Reilly R, Walsh B, Vu GT. Cadmium is associated with type 2 diabetes in a superfund site lead smelter community in Dallas, Texas. Int J Environ Res Public Health. 2020;17(12):4558.PubMedPubMedCentralCrossRef Little BB, Reilly R, Walsh B, Vu GT. Cadmium is associated with type 2 diabetes in a superfund site lead smelter community in Dallas, Texas. Int J Environ Res Public Health. 2020;17(12):4558.PubMedPubMedCentralCrossRef
49.
go back to reference Roy C, Tremblay PY, Ayotte P. Is mercury exposure causing diabetes, metabolic syndrome and insulin resistance? A systematic review of the literature. Environ Res. 2017;156:747–60.PubMedCrossRef Roy C, Tremblay PY, Ayotte P. Is mercury exposure causing diabetes, metabolic syndrome and insulin resistance? A systematic review of the literature. Environ Res. 2017;156:747–60.PubMedCrossRef
Metadata
Title
Associations between patterns of blood heavy metal exposure and health outcomes: insights from NHANES 2011–2016
Authors
Xiangyu Wang
Xinhao Han
Shufang Guo
Yujie Ma
Yafeng Zhang
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-024-17754-0

Other articles of this Issue 1/2024

BMC Public Health 1/2024 Go to the issue