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Physical activity mitigates the influence of blood cadmium on memory function: a cross-sectional analysis in US elderly population

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Abstract

Current evidence showed that heavy metal exposure including cadmium (Cd) exposure might contribute to memory function impairment in youth, while this association has not been extensively explored in senior groups. Complementary therapy like physical activity (PA) is proved to enhance memory; however, the combined effects of Cd exposure and PA are interesting issues worth investigating. Cross-sectional data from the National Health and Nutrition Examination Survey (NHANES) 2011–2014 were analyzed. Multivariable weighted linear regression model and restricted cubic splines analysis were used to examine the association between blood Cd, PA, and memory function. Ultimately, 1884 samples were analyzed, and the weighted participants were 98,350,183. Results showed that in the immediate and delayed recall tests, a negative association was found between blood Cd and scores for the fully adjusted model, while a positive association was detected with PA on memory test scores. In subgroup analysis, for the delayed recall test, in lower Cd exposure (Cd = Q1), stronger effect size was found in the moderate level PA group than the higher level PA group (moderate level PA group, β = 1.133, 95% CI: 0.330, 1.936; high level PA group, β = 0.203, 95% CI: − 0.314, 0.719), and this finding also existed in higher (Cd = Q4) exposure (moderate level PA group, β = 0.988, 95% CI: 0.267, 1.708; high level PA group, β = 0.830, 95% CI: 0.261, 1.400). Moreover, the non-linear relationship between Cd exposure and performance of CERAD test under different levels of PA was reported, and the moderate level PA group performed best from lower to higher blood Cd. According to our research, the benefit of PA did not always expand with the PA intensity increment under different Cd exposure. Performing an appropriate level of physical exercise could alleviate the memory decline under Cd exposure in the elder groups. Further biological investigations are warranted to verify these findings.

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References

  • Barnes DE, Yaffe K (2011) The projected effect of risk factor reduction on Alzheimer’s disease prevalence. Lancet Neurol 10(9):819–828

    Article  Google Scholar 

  • Cao Y, Chen A, Radcliffe J, Dietrich KN, Jones RL, Caldwell K, Rogan WJ (2009) Postnatal cadmium exposure, neurodevelopment, and blood pressure in children at 2, 5, and 7 years of age. Environ Health Perspect 117(10):1580–1586

    Article  CAS  Google Scholar 

  • Carvalho CF, Santos-Lima C, Souza-Marques B, de Mendonca Filho EJ, Lorenzo RG, Franca R, Araujo-Dos-Santos B, Veloso TJ, Rodrigues JLG, Araujo CFS, Dos Santos NR, Bandeira MJ, Anjos ALS, Mergler D, Abreu N, Menezes-Filho JA (2022) Executive functions in school-aged children exposed to airborne manganese: a multilevel analysis. Environ Res 210:112940

    Article  CAS  Google Scholar 

  • CDC/National Center for Health Statistics (2022a) National Health and Nutrition Examination Survey 2011–2012. Description of laboratory methodology. https://wwwn.cdc.gov/Nchs/Nhanes/2011-2012/PBCD_G.htm. Accessed 30 Aug 2022

  • CDC/National Center for Health Statistics (2022b) National Health and Nutrition Examination Survey 2013–2014. Description of laboratory methodology. https://wwwn.cdc.gov/Nchs/Nhanes/2013-2014/PBCD_H.htm. Accessed 30 Aug 2022

  • Chang YK, Huang CJ, Chen KF, Hung TM (2013) Physical activity and working memory in healthy older adults: an ERP study. Psychophysiology 50(11):1174–1182

    Article  Google Scholar 

  • Ainsworth BE, Haskell WL, Herrmann SD, Meckes N, Bassett DR Jr, Tudor-Locke C, Greer JL, Vezina J, Whitt-Glover MC, Leon AS (2011) 2011 compendium of physical activities: a second update of codes and MET values. Med Sci Sports Exerc 43(8):1575–1581

    Article  Google Scholar 

  • Amooei M, Meshkati Z, Nasiri R, Dakhili AB (2021) Cognitive decline prevention in offspring of Pb(+2) exposed mice by maternal aerobic training and Cur/CaCO3@Cur supplementations: in vitro and in vivo studies. Ecotoxicol Environ Saf 209:111785

    Article  CAS  Google Scholar 

  • Chieffi S, Messina G, Villano I, Messina A, Valenzano A, Moscatelli F, Salerno M, Sullo A, Avola R, Monda V, Cibelli G, Monda M (2017) Neuroprotective effects of physical activity: evidence from human and animal studies. Front Neurol 8:188

    Article  Google Scholar 

  • Cutrufello PT, Rundell KW, Smoliga JM, Stylianides GA (2011) Inhaled whole exhaust and its effect on exercise performance and vascular function. Inhal Toxicol 23(11):658–667

    Article  CAS  Google Scholar 

  • Davodpour R, Sobhanardakani S, Cheraghi M, Abdi N, Lorestani B (2019) Honeybees (Apis mellifera L.) as a potential bioindicator for detection of toxic and essential elements in the environment (case study: Markazi Province, Iran). Arch Environ Contam Toxicol 77(3):344–358

    Article  CAS  Google Scholar 

  • Deslandes A, Moraes H, Ferreira C, Veiga H, Silveira H, Mouta R, Pompeu FA, Coutinho ES, Laks J (2009) Exercise and mental health: many reasons to move. Neuropsychobiology 59(4):191–198

    Article  Google Scholar 

  • Duan W, Xu C, Liu Q, Xu J, Weng Z, Zhang X, Basnet TB, Dahal M, Gu A (2020) 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 263(Pt A):114630

    Article  CAS  Google Scholar 

  • Erickson KI, Leckie RL, Weinstein AM (2014) Physical activity, fitness, and gray matter volume. Neurobiol Aging 35(Suppl 2):S20-28

    Article  Google Scholar 

  • Ferreira L, Tanaka K, Santos-Galduroz RF, Galduroz JC (2015) Respiratory training as strategy to prevent cognitive decline in aging: a randomized controlled trial. Clin Interv Aging 10:593–603

    Google Scholar 

  • Fillenbaum GG, van Belle G, Morris JC, Mohs RC, Mirra SS, Davis PC, Tariot PN, Silverman JM, Clark CM, Welsh-Bohmer KA, Heyman A (2008) Consortium to Establish a Registry for Alzheimer’s Disease (CERAD): the first twenty years. Alzheimers Dement 4(2):96–109

    Article  Google Scholar 

  • Gao S, Jin Y, Unverzagt FW, Liang C, Hall KS, Ma F, Murrell JR, Cheng Y, Matesan J, Bian J, Li P, Hendrie HC (2009) Hypertension and cognitive decline in rural elderly Chinese. J Am Geriatr Soc 57(6):1051–1057

    Article  Google Scholar 

  • Gao S, Jin Y, Unverzagt FW, Ma F, Hall KS, Murrell JR, Cheng Y, Shen J, Ying B, Ji R, Matesan J, Liang C, Hendrie HC (2008) Trace element levels and cognitive function in rural elderly Chinese. J Gerontol A Biol Sci Med Sci 63(6):635–641

    Article  Google Scholar 

  • Gates N, Fiatarone Singh MA, Sachdev PS, Valenzuela M (2013) The effect of exercise training on cognitive function in older adults with mild cognitive impairment: a meta-analysis of randomized controlled trials. Am J Geriatr Psychiatry 21(11):1086–1097

    Article  Google Scholar 

  • Hallal PC, Andersen LB, Bull FC, Guthold R, Haskell W, Ekelund U, G. Lancet Physical Activity Series Working (2012) Global physical activity levels: surveillance progress, pitfalls, and prospects. Lancet 380(9838):247–257

    Article  Google Scholar 

  • Hornby TG, Straube DS, Kinnaird CR, Holleran CL, Echauz AJ, Rodriguez KS, Wagner EJ, Narducci EA (2011) Importance of specificity, amount, and intensity of locomotor training to improve ambulatory function in patients poststroke. Top Stroke Rehabil 18(4):293–307

    Article  Google Scholar 

  • Hu KH, Li WX, Sun MY, Zhang SB, Fan CX, Wu Q, Zhu W, Xu X (2015) Cadmium induced apoptosis in MG63 cells by increasing ROS, activation of p38 MAPK and inhibition of ERK 1/2 pathways. Cell Physiol Biochem 36(2):642–654

    Article  CAS  Google Scholar 

  • Huat TJ, Camats-Perna J, Newcombe EA, Valmas N, Kitazawa M, Medeiros R (2019) Metal toxicity links to Alzheimer’s disease and neuroinflammation. J Mol Biol 431(9):1843–1868

    Article  CAS  Google Scholar 

  • Jack CR Jr, Knopman DS, Jagust WJ, Petersen RC, Weiner MW, Aisen PS, Shaw LM, Vemuri P, Wiste HJ, Weigand SD, Lesnick TG, Pankratz VS, Donohue MC, Trojanowski JQ (2013) Tracking pathophysiological processes in Alzheimer’s disease: an updated hypothetical model of dynamic biomarkers. Lancet Neurol 12(2):207–216

    Article  CAS  Google Scholar 

  • Johnson CL, Dohrmann SM, Burt VL, Mohadjer LK (2014) National health and nutrition examination survey: sample design, 2011–2014. Vital Health Stat 2(162):1–33

    Google Scholar 

  • Kane MJ, Engle RW (2003) Working-memory capacity and the control of attention: the contributions of goal neglect, response competition, and task set to Stroop interference. J Exp Psychol Gen 132(1):47–70

    Article  Google Scholar 

  • Kane MJ, Hambrick DZ, Conway ARA (2005) Working memory capacity and fluid intelligence are strongly related constructs: comment on Ackerman, Beier, and Boyle (2005). Psychol Bull 131(1):66–71

    Article  Google Scholar 

  • Khalil N, Morrow LA, Needleman H, Talbott EO, Wilson JW, Cauley JA (2009) Association of cumulative lead and neurocognitive function in an occupational cohort. Neuropsychology 23(1):10–19

    Article  Google Scholar 

  • Kim N, Nam M, Kang MS, Lee JO, Lee YW, Hwang GS, Kim HS (2017) Piperine regulates UCP1 through the AMPK pathway by generating intracellular lactate production in muscle cells. Sci Rep 7:41066

    Article  CAS  Google Scholar 

  • Kim SD, Moon CK, Eun SY, Ryu PD, Jo SA (2005) Identification of ASK1, MKK4, JNK, c-Jun, and caspase-3 as a signaling cascade involved in cadmium-induced neuronal cell apoptosis. Biochem Biophys Res Commun 328(1):326–334

    Article  CAS  Google Scholar 

  • Lavie CJ, Ozemek C, Carbone S, Katzmarzyk PT, Blair SN (2019) Sedentary behavior, exercise, and cardiovascular health. Circ Res 124(5):799–815

    Article  CAS  Google Scholar 

  • Li H, Wang Z, Fu Z, Yan M, Wu N, Wu H, Yin P (2018) Associations between blood cadmium levels and cognitive function in a cross-sectional study of US adults aged 60 years or older. BMJ Open 8(4):e020533

    Article  Google Scholar 

  • Li Y, Tong WD, Qian Y (2021) Effect of physical activity on the association between dietary fiber and constipation: evidence from the National Health and Nutrition Examination Survey 2005–2010. J Neurogastroenterol Motil 27(1):97–107

    Article  Google Scholar 

  • Lopez E, Figueroa S, Oset-Gasque MJ, Gonzalez MP (2003) Apoptosis and necrosis: two distinct events induced by cadmium in cortical neurons in culture. Br J Pharmacol 138(5):901–911

    Article  CAS  Google Scholar 

  • Maass A, Duzel S, Goerke M, Becke A, Sobieray U, Neumann K, Lovden M, Lindenberger U, Backman L, Braun-Dullaeus R, Ahrens D, Heinze HJ, Muller NG, Duzel E (2015) Vascular hippocampal plasticity after aerobic exercise in older adults. Mol Psychiatry 20(5):585–593

    Article  CAS  Google Scholar 

  • Makizako H, Liu-Ambrose T, Shimada H, Doi T, Park H, Tsutsumimoto K, Uemura K, Suzuki T (2015) Moderate-intensity physical activity, hippocampal volume, and memory in older adults with mild cognitive impairment. J Gerontol A Biol Sci Med Sci 70(4):480–486

    Article  CAS  Google Scholar 

  • Matovic V, Buha A, Ethukic-Cosic D, Bulat Z (2015) Insight into the oxidative stress induced by lead and/or cadmium in blood, liver and kidneys. Food Chem Toxicol 78:130–140

    Article  CAS  Google Scholar 

  • Min JY, Min KB (2016) Blood cadmium levels and Alzheimer’s disease mortality risk in older US adults. Environ Health 15(1):69

    Article  Google Scholar 

  • Monroe RK, Halvorsen SW (2006) Cadmium blocks receptor-mediated Jak/STAT signaling in neurons by oxidative stress. Free Radic Biol Med 41(3):493–502

    Article  CAS  Google Scholar 

  • Morris JC, Heyman A, Mohs RC, Hughes JP, van Belle G, Fillenbaum G, Mellits ED, Clark C (1989) The Consortium to Establish a Registry for Alzheimer’ Disease (CERAD). Part I. Clinical and neuropsychological assessment of Alzheimer’s disease. Neurology 39(9):1159–1165

    Article  CAS  Google Scholar 

  • Moutoussamy I, Taconnat L, Pothier K, Toussaint L, Fay S (2022) Episodic memory and aging: benefits of physical activity depend on the executive resources required for the task. PLoS ONE 17(2):e0263919

    Article  CAS  Google Scholar 

  • Nagamatsu LS, Chan A, Davis JC, Beattie BL, Graf P, Voss MW, Sharma D, Liu-Ambrose T (2013) Physical activity improves verbal and spatial memory in older adults with probable mild cognitive impairment: a 6-month randomized controlled trial. J Aging Res 2013:861893

    Article  Google Scholar 

  • Oppenheimer AV, Bellinger DC, Coull BA, Weisskopf MG, Korrick SA (2022) Prenatal exposure to chemical mixtures and working memory among adolescents. Environ Res 205:112436

    Article  CAS  Google Scholar 

  • Peng Q, Bakulski KM, Nan B, Park SK (2017) Cadmium and Alzheimer’s disease mortality in U.S. adults: updated evidence with a urinary biomarker and extended follow-up time. Environ Res 157:44–51

    Article  CAS  Google Scholar 

  • Peng Y, Li Z, Yang X, Yang L, He M, Zhang H, Wei X, Qin J, Li X, Lu G, Zhang L, Yang Y, Zhang Z, Zou Y (2020) Relation between cadmium body burden and cognitive function in older men: a cross-sectional study in China. Chemosphere 250:126535

    Article  CAS  Google Scholar 

  • Pin-Barre C, Constans A, Brisswalter J, Pellegrino C, Laurin J (2017) Effects of high- versus moderate-intensity training on neuroplasticity and functional recovery after focal ischemia. Stroke 48(10):2855–2864

    Article  Google Scholar 

  • Qiao X, Nie Y, Ma Y, Chen Y, Cheng R, Yin W, Hu Y, Xu W, Xu L (2016) Irisin promotes osteoblast proliferation and differentiation via activating the MAP kinase signaling pathways. Sci Rep 6:18732

    Article  CAS  Google Scholar 

  • Redick TS, Calvo A, Gay CE, Engle RW (2011) Working memory capacity and go/no-go task performance: selective effects of updating, maintenance, and inhibition. J Exp Psychol Learn Mem Cogn 37(2):308–324

    Article  Google Scholar 

  • Rigon AP, Cordova FM, Oliveira CS, Posser T, Costa AP, Silva IG, Santos DA, Rossi FM, Rocha JB, Leal RB (2008) Neurotoxicity of cadmium on immature hippocampus and a neuroprotective role for p38 MAPK. Neurotoxicology 29(4):727–734

    Article  CAS  Google Scholar 

  • Sofi F, Valecchi D, Bacci D, Abbate R, Gensini GF, Casini A, Macchi C (2011) Physical activity and risk of cognitive decline: a meta-analysis of prospective studies. J Intern Med 269(1):107–117

    Article  CAS  Google Scholar 

  • Taaffe DR, Irie F, Masaki KH, Abbott RD, Petrovitch H, Ross GW, White LR (2008) Physical activity, physical function, and incident dementia in elderly men: the Honolulu-Asia Aging Study. J Gerontol A Biol Sci Med Sci 63(5):529–535

    Article  Google Scholar 

  • Tian X, Xue B, Wang B, Lei R, Shan X, Niu J, Luo B (2022) Physical activity reduces the role of blood cadmium on depression: a cross-sectional analysis with NHANES data. Environ Pollut 304:119211

    Article  CAS  Google Scholar 

  • Torres-Agustin R, Rodriguez-Agudelo Y, Schilmann A, Solis-Vivanco R, Montes S, Riojas-Rodriguez H, Cortez-Lugo M, Rios C (2013) Effect of environmental manganese exposure on verbal learning and memory in Mexican children. Environ Res 121:39–44

    Article  CAS  Google Scholar 

  • United Nations (2022) Ageing. https://www.un.org/en/global-issues/ageing. Accessed 30 Aug 2022

  • Ballard C, Gauthier S, Corbett A, Brayne C, Aarsland D, Jones E (2011) Alzheimer’s disease. Lancet 377(9770):1019–1031

    Article  Google Scholar 

  • Weisskopf MG, Wright RO, Schwartz J, Spiro A 3rd, Sparrow D, Aro A, Hu H (2004) Cumulative lead exposure and prospective change in cognition among elderly men: the VA normative aging study. Am J Epidemiol 160(12):1184–1193

    Article  Google Scholar 

  • Yang H, Shu Y (2015) Cadmium transporters in the kidney and cadmium-induced nephrotoxicity. Int J Mol Sci 16(1):1484–1494

    Article  CAS  Google Scholar 

  • Yokoo EM, Valente JG, Grattan L, Schmidt SL, Platt I, Silbergeld EK (2003) Low level methylmercury exposure affects neuropsychological function in adults. Environ Health 2(1):8

    Article  Google Scholar 

  • You Y, Chen Y, Fang W, Li X, Wang R, Liu J, Ma X (2022a) The association between sedentary behavior, exercise, and sleep disturbance: a mediation analysis of inflammatory biomarkers. Front Immunol 13:1080782

    Article  CAS  Google Scholar 

  • You Y, Chen Y, Yin J, Zhang Z, Zhang K, Zhou J, Jin S (2022b) Relationship between leisure-time physical activity and depressive symptoms under different levels of dietary inflammatory index. Front Nutr 9:983511

    Article  Google Scholar 

  • You Y, Chen Y, Zhang Q, Yan N, Ning Y, Cao Q (2023a) Muscle quality index is associated with trouble sleeping: a cross-sectional population based study. BMC Public Health 23(1):489

    Article  Google Scholar 

  • You Y, Li W, Liu J, Li X, Fu Y, Ma X (2021a) Bibliometric review to explore emerging high-intensity interval training in health promotion: a new century picture. Front Public Health 9:697633

    Article  Google Scholar 

  • You Y, Liu J, Wang D, Fu, Liu YR, Ma X (2023b) Cognitive performance in short sleep young adults with different physical activity levels: a cross-sectional fNIRS study. Brain Sci 13(2):171. https://doi.org/10.3390/brainsci13020171

  • You Y, Wang D, Liu J, Chen Y, Ma X, Li W (2022c) Physical exercise in the context of air pollution: an emerging research topic. Front Physiol 13:784705

    Article  Google Scholar 

  • You Y, Wang D, Wang Y, Li Z, Ma X (2021b) A bird’s-eye view of exercise intervention in treating depression among teenagers in the last 20 years: a bibliometric study and visualization analysis. Front Psychiatry 12:661108

    Article  Google Scholar 

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All authors contributed to the study conception and design. Yanwei You: conceptualization, software, writing—original draft, writing—review and editing. Yuquan Chen: conceptualization, software, data curation, writing—review and editing. Jinwei Li: methodology, writing—review and editing. Qi Zhang: methodology, writing—review and editing. Yang Zhang: data curation. Ping Yang: data curation. Qiang Cao: conceptualization, supervision, writing—review and editing.

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Correspondence to Qiang Cao.

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You, Y., Chen, Y., Li, J. et al. Physical activity mitigates the influence of blood cadmium on memory function: a cross-sectional analysis in US elderly population. Environ Sci Pollut Res 30, 68809–68820 (2023). https://doi.org/10.1007/s11356-023-27053-7

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