Abstract
Increasing evidence has found metals to be strongly associated with muscle strength, but the correlations between serum copper (Cu), selenium (Se), and zinc (Zn) with grip strength in adult populations have not yet been established. We examined the linear and non-linear associations between these three metals and grip strength via multiple linear regression and restricted cubic spline (RCS) regression using data from the National Health and Nutrition Examination Survey (NHANES) 2013–2014. A higher concentration of serum Cu was monotonically linked with lower grip strength [β = − 0.004 m2 (95% CI: − 0.005, − 0.002)], and serum Zn was positively associated with grip strength [β = 0.004 m2 (95% CI: 0.002, 0.006)]. We observed a positive association between serum Se and grip strength in the unadjusted model but not in covariate-adjusted models. Interestingly, the results of RCS regression showed that serum Cu had an L-shaped non-linear association with grip strength in all participants and subgroups. We further found a linear-increased trend between serum Zn and the grip strength in all participants. There were also non-linear associations that varied across different subgroups. Taken together, serum Cu and Zn were significantly associated with grip strength, while Se was not. This study offers new evidence to help formulate a reference concentration range for serum Cu and Zn.
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Raw data can be found in the official website (https://www.cdc.gov/nchs/nhanes/index.htm).
References
Mitsionis G, Pakos EE, Stafilas KS, Paschos N, Papakostas T, Beris AE (2009) Normative data on hand grip strength in a Greek adult population. Int Orthop 33(3):713–717
Gubelmann C, Vollenweider P, Marques-Vidal P (2017) Association of grip strength with cardiovascular risk markers. Eur J Prev Cardiol 24(5):514–521
Cui M, Zhang S, Liu Y, Gang X, Wang G (2021) Grip strength and the risk of cognitive decline and dementia: a systematic review and meta-analysis of longitudinal cohort studies. Front Aging Neurosci 13:625551
Su H, Sun X, Li F, Guo Q (2021) Association between handgrip strength and cognition in a Chinese population with Alzheimer’s disease and mild cognitive impairment. BMC Geriatr 21(1):459
McGrath RP, Vincent BM, Lee IM, Kraemer WJ, Peterson MD (2018) Handgrip strength, function, and mortality in older adults: a time-varying approach. Med Sci Sports Exerc 50(11):2259–2266
Atlantis E, Martin SA, Haren MT, Taylor AW, Wittert GA (2009) Inverse associations between muscle mass, strength, and the metabolic syndrome. Metab Clin Exp 58(7):1013–1022
García-Hermoso A, Cavero-Redondo I, Ramírez-Vélez R, Ruiz JR, Ortega FB, Lee DC, Martínez-Vizcaíno V (2018) Muscular strength as a predictor of all-cause mortality in an apparently healthy population: a systematic review and meta-analysis of data from approximately 2 million men and women. Arch Phys Med Rehabil 99(10):2100–2113.e2105
Bohannon RW (2015) Muscle strength: clinical and prognostic value of hand-grip dynamometry. Curr Opin Clin Nutr Metab Care 18(5):465–470
He H, Lu H, Liu S, Cai J, Tang X, Mo C, Xu X, Chen Q, Xu M, Nong C et al (2021) Effects of the association between APOE rs405509 polymorphisms and gene-environment interactions on hand grip strength among middle-aged and elderly people in a rural population in southern China. J Orthop Surg Res 16(1):372
Ogata S, Kato K, Honda C, Hayakawa K (2014) Common genetic factors influence hand strength, processing speed, and working memory. J Epidemiol 24(1):31–38
Zempo H, Miyamoto-Mikami E, Kikuchi N, Fuku N, Miyachi M, Murakami H (2017) Heritability estimates of muscle strength-related phenotypes: a systematic review and meta-analysis. Scand J Med Sci Sports 27(12):1537–1546
Cui Y, Huang C, Momma H, Sugiyama S, Niu K, Nagatomi R (2019) The longitudinal association between alcohol consumption and muscle strength: a population-based prospective study. J Musculoskelet Neuronal Interact 19(3):294–299
Kok MO, Hoekstra T, Twisk JW (2012) The longitudinal relation between smoking and muscle strength in healthy adults. Eur Addict Res 18(2):70–75
Liberman K, Forti LN, Beyer I, Bautmans I (2017) The effects of exercise on muscle strength, body composition, physical functioning and the inflammatory profile of older adults: a systematic review. Curr Opin Clin Nutr Metab Care 20(1):30–53
Gedmantaite A, Celis-Morales CA, Ho F, Pell JP, Ratkevicius A, Gray SR (2020) Associations between diet and handgrip strength: a cross-sectional study from UK Biobank. Mech Ageing Dev 189:111269
Mithal A, Bonjour J, Dawson-Hughes B (2014) Impact of nutrition on muscle mass, strength, and performance in older adults: response to Scott and Jones. Osteoporos Int 25(2):793
Zhang X, Gu Y, Cheng J, Meng G, Zhang Q, Liu L, Wu H, Zhang S, Wang Y, Zhang T et al (2021) The relationship between dietary patterns and grip strength in the general population: the TCLSIH cohort study. Eur J Nutr 60(5):2409–2421
Beck J, Ferrucci L, Sun K, Walston J, Fried LP, Varadhan R, Guralnik JM, Semba RD (2007) Low serum selenium concentrations are associated with poor grip strength among older women living in the community. BioFactors (Oxford, England) 29(1):37–44
García-Esquinas E, Carrasco-Rios M, Navas-Acien A, Ortolá R, Rodríguez-Artalejo F (2020) Cadmium exposure is associated with reduced grip strength in US adults. Environ Res 180:108819
Gbemavo MCJ, Bouchard MF (2021) Concentrations of lead, mercury, selenium, and manganese in blood and hand grip strength among adults living in the United States (NHANES 2011-2014). Toxics 9(8)
Wu M, Shu Y, Wang Y (2022) Exposure to mixture of heavy metals and muscle strength in children and adolescents: a population-based study. Environ Sci Pollut Res Int 29(40):60269–60277
Collins JF, Klevay LM (2011) Copper. Advances in nutrition (Bethesda, Md) 2(6):520–522
Rink L, Gabriel P (2000) Zinc and the immune system. Proc Nutr Soc 59(4):541–552
Tanguy S, Grauzam S, de Leiris J, Boucher F (2012) Impact of dietary selenium intake on cardiac health: experimental approaches and human studies. Mol Nutr Food Res 56(7):1106–1121
Choi S, Liu X, Pan Z (2018) Zinc deficiency and cellular oxidative stress: prognostic implications in cardiovascular diseases. Acta Pharmacol Sin 39(7):1120–1132
Scheiber IF, Dringen R (2013) Astrocyte functions in the copper homeostasis of the brain. Neurochem Int 62(5):556–565
Shahar A, Patel KV, Semba RD, Bandinelli S, Shahar DR, Ferrucci L, Guralnik JM (2010) Plasma selenium is positively related to performance in neurological tasks assessing coordination and motor speed. Mov Disord 25(12):1909–1915
Marreiro DD, Cruz KJ, Morais JB, Beserra JB, Severo JS, de Oliveira AR (2017) Zinc and oxidative stress: current mechanisms. Antioxidants 6(2)
Scheiber IF, Mercer JF, Dringen R (2014) Metabolism and functions of copper in brain. Prog Neurobiol 116:33–57
Wrobel JK, Power R, Toborek M (2016) Biological activity of selenium: Revisited. IUBMB Life 68(2):97–105
Kumar V, Kalita J, Misra UK, Bora HK (2015) A study of dose response and organ susceptibility of copper toxicity in a rat model. J Trace Elem Med Biol 29:269–274
Nishikawa H, Enomoto H, Yoh K, Iwata Y, Sakai Y, Kishino K, Ikeda N, Takashima T, Aizawa N, Takata R et al (2019) Serum zinc concentration and sarcopenia: a close linkage in chronic liver diseases. J Clin Med 8(3)
Lauretani F, Semba RD, Bandinelli S, Ray AL, Guralnik JM, Ferrucci L (2007) Association of low plasma selenium concentrations with poor muscle strength in older community-dwelling adults: the InCHIANTI Study. Am J Clin Nutr 86(2):347–352
Wee AK (2016) Serum folate predicts muscle strength: a pilot cross-sectional study of the association between serum vitamin levels and muscle strength and gait measures in patients >65 years old with diabetes mellitus in a primary care setting. Nutr J 15(1):89
Zhang L, Sun J, Li Z, Zhang D (2021) The relationship between serum folate and grip strength in American adults. Arch Osteoporos 16(1):97
Sallinen J, Stenholm S, Rantanen T, Heliövaara M, Sainio P, Koskinen S (2010) Hand-grip strength cut points to screen older persons at risk for mobility limitation. J Am Geriatr Soc 58(9):1721–1726
Bastola MM, Locatis C, Maisiak R, Fontelo P (2020) Selenium, copper, zinc and hypertension: an analysis of the National Health and Nutrition Examination Survey (2011-2016). BMC Cardiovasc Disord 20(1):45
Zhou J, Meng X, Deng L, Liu N (2022) Non-linear associations between metabolic syndrome and four typical heavy metals: Data from NHANES 2011-2018. Chemosphere 291(Pt 2):132953
Wang L, Yin YL, Liu XZ, Shen P, Zheng YG, Lan XR, Lu CB, Wang JZ (2020) Current understanding of metal ions in the pathogenesis of Alzheimer’s disease. Transl Neurodegener 9:10
Myhre O, Utkilen H, Duale N, Brunborg G, Hofer T (2013) Metal dyshomeostasis and inflammation in Alzheimer’s and Parkinson’s diseases: possible impact of environmental exposures. Oxidative Med Cell Longev 2013:726954
Gromadzka G, Tarnacka B, Flaga A, Adamczyk A (2020) Copper dyshomeostasis in neurodegenerative diseases-therapeutic implications. Int J Mol Sci 21(23)
Yamada E, Takeuchi M, Kurata M, Tsuboi A, Kazumi T, Fukuo K (2015) Low haemoglobin levels contribute to low grip strength independent of low-grade inflammation in Japanese elderly women. Asia Pac J Clin Nutr 24(3):444–451
Kalita J, Kumar V, Misra UK, Bora HK (2020) Movement disorder in copper toxicity rat model: role of inflammation and apoptosis in the corpus striatum. Neurotox Res 37(4):904–912
Luo L, Xu J, Jiang R, Yao B, Di J (2023) Association between serum copper, zinc and their ratio and handgrip strength among adults: a study from National Health and Nutrition Examination Survey (NHANES) 2011-2014. Environ Sci Pollut Res Int 30(11):29100–29109
García-Esquinas E, Carrasco-Rios M, Ortolá R, Sotos Prieto M, Pérez-Gómez B, Gutiérrez-González E, Banegas JR, Queipo R, Olmedo P, Gil F et al (2021) Selenium and impaired physical function in US and Spanish older adults. Redox Biol 38:101819
Pillai R, Uyehara-Lock JH, Bellinger FP (2014) Selenium and selenoprotein function in brain disorders. IUBMB Life 66(4):229–239
Rayman MP (2012) Selenium and human health. Lancet (London, England) 379(9822):1256–1268
Perri G, Mendonça N, Jagger C, Walsh J, Eastell R, Mathers JC, Hill TR (2020) Dietary selenium intakes and musculoskeletal function in very old adults: analysis of the Newcastle 85+ study. Nutrients 12(7)
Morris JS, Crane SB (2013) Selenium toxicity from a misformulated dietary supplement, adverse health effects, and the temporal response in the nail biologic monitor. Nutrients 5(4):1024–1057
Alker W, Haase H (2018) Zinc and Sepsis. Nutrients 10:8
Costello LC, Franklin RB (2017) Decreased zinc in the development and progression of malignancy: an important common relationship and potential for prevention and treatment of carcinomas. Expert Opin Ther Targets 21(1):51–66
Himoto T, Masaki T (2018) Associations between zinc deficiency and metabolic abnormalities in patients with chronic liver disease. Nutrients 10(1)
Liuzzi JP, Guo L, Yoo C, Stewart TS (2014) Zinc and autophagy. Biometals 27(6):1087–1096
Lukaski HC (2004) Vitamin and mineral status: effects on physical performance. Nutrition (Burbank, Los Angeles County, Calif) 20(7-8):632–644
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We thank LetPub (www.letpub.com) for its linguistic assistance during the preparation of this manuscript.
Funding
This work was supported by grants from the National Natural Science Foundation of China (nos. 81973071 and 81773473 to XM).
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Kaiju Chen: methodology, formal analysis, data curation, and writing—original draft preparation. Jianli Zhou: formal analysis, visualization, and writing—original draft. Nan Liu: data curation, visualization, and validation. Xiaojing Meng: conceptualization, supervision, and writing—review and editing.
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Chen, K., Zhou, J., Liu, N. et al. Association of Serum Concentrations of Copper, Selenium, and Zinc with Grip Strength Based on NHANES 2013–2014. Biol Trace Elem Res 202, 824–834 (2024). https://doi.org/10.1007/s12011-023-03718-9
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DOI: https://doi.org/10.1007/s12011-023-03718-9