The serum copper/zinc ratio in childhood and educational attainment: a population-based study

被引:12
|
作者
Bockerman, Petri [1 ,2 ]
Bryson, Alex [2 ,3 ,4 ]
Viinikainen, Jutta [5 ]
Viikari, Jorma [6 ,7 ]
Lehtimaki, Terho [8 ,9 ]
Vuori, Erkki [10 ]
Keltikangas-Jarvinen, Liisa [11 ]
Raitakari, Olli [12 ,13 ]
Pehkonen, Jaakko [5 ]
机构
[1] Turku Sch Econ & Business Adm, Labour Inst Econ Res, Pitkansillanranta 3A, Helsinki 00530, Finland
[2] IZA, Bonn, Germany
[3] UCL, London, England
[4] NIESR, London, England
[5] Univ Jyvaskyla, Sch Business & Econ, Jyvaskyla, Finland
[6] Univ Turku, Dept Med, Turku, Finland
[7] Turku Univ Hosp, Div Med, Turku, Finland
[8] Univ Tampere, Fimlab Labs, Dept Clin Chem, Tampere, Finland
[9] Univ Tampere, Sch Med, Tampere, Finland
[10] Univ Helsinki, Hjelt Inst, Helsinki, Finland
[11] Univ Helsinki, Inst Behav Sci, Helsinki, Finland
[12] Univ Turku, Res Ctr Appl & Prevent Cardiovasc Med, Turku, Finland
[13] Turku Univ Hosp, Dept Clin Physiol & Nucl Med, Turku, Finland
基金
芬兰科学院;
关键词
copper-zinc ratio; educational attainment; grade point average score; ZINC INTAKE; ADULTS; HOMEOSTASIS; OUTCOMES; CHILDREN;
D O I
10.1093/pubmed/fdv187
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background Micronutrients are potentially important determinants of adult outcomes such as educational attainment. Copper and zinc have known effects on several medical conditions and cognitive development. Elevated copper and depressed zinc is a common trace metal imbalance. Methods We estimate the correlation between the copper/zinc ratio (Cu/Zn) in childhood (year 1980) and educational attainment in adulthood (year 2010). We use the Young Finns Study (YFS) combined with the Finnish Linked Employer-Employee Data (FLEED). The regression models account for confounders such as other biomarkers and parental observables. Results We report a sizeable, negative correlation between Cu/Zn and educational attainment as measured by education in years, grades as well as the likelihood of completing university education. For example, a one standard deviation increase in Cu/Zn decreases the probability of university education by similar to 4%. Conclusions The findings are consistent with a Cu/Zn effect influencing cognitive functioning early in life. Future research should explore more deeply the precise mechanisms by which Cu/Zn affects educational attainment.
引用
收藏
页码:696 / 703
页数:8
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