Abstract
The purpose of this study was to analyze the existing studies and to investigate the relationship between children’s full-scale intelligence quotient (FIQ), verbal IQ (VIQ), and performance IQ (PIQ) and their blood lead (Pb) and zinc (Zn) levels. All documents in Chinese and English were collected from the PubMed, Web of Science, and Chinese National Knowledge Infrastructure (CNKI) databases from inception date to December 30, 2016. RevMan software (version 5.2) was used for the meta-analysis and Stata software (version 12.0) for the meta-regression and sensitivity analyses. A total of 32 eligible literatures was included in the study. Seven prevalence studies showed that the blood Pb level was negatively correlated with children’s IQ. The results of the meta-analysis from 22 case-control studies indicate a significant difference between FIQ and PIQ with blood Pb levels, detailed as the FIQ score with a weighted mean difference (WMD) = −6.60 (95% CI: −9.01, −4.20), P < 0.001; PIQ WMD = −8.85 (95% CI: −12.651, −5.05), P < 0.001; but VIQ WMD = −3.32 (95% CI: −6.98, 0.33), P > 0.05. Three studies on the blood Zn concentrations were with a FIQ WMD = 7.88 (95% CI: −0.07, 15.83), VIQ WMD = 7.73 (95% CI: −7.40, 22.86), and PIQ WMD = 6.69 (95% CI: −7.13, 20.51), all P > 0.05. The results indicate that Pb is harmful to children’s intelligence development, especially in PIQ. Zn is beneficial to intelligence, although more studies are needed.
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References
Wang M (2017) Exploring stability of formamidinium lead trihalide for solar cell application. Sci Bull 62:249–255
Szczyglowska M, Bodnar M, Namiesnik J, Konieczka P (2014) The use of vegetables in the biomonitoring of cadmium and lead pollution in the environment. Crit Rev Anal Chem 44:2–15
Rada S, Zagrai M, Rada M, Culea E, Bolundut L, Unguresan ML, Pica M (2016) Spectroscopic and electrochemical investigations of lead–lead dioxide glasses and vitroceramics with applications for rechargeable lead–acid batteries. Ceram Int 42:3921–3929
Renzi M, Perra G, Guerranti C, Mariottini M, Baroni D, Volterrani M, Graziosi M, Specchiulli A, Focardi S (2009) Assessment of environmental pollutants in ten southern Italy harbor sediments. Toxicol Ind Health 25:351–363
Pal M, Sachdeva M, Gupta N, Mishra P, Yadav M, Tiwari A (2015) Lead exposure in different organs of mammals and prevention by curcumin-nanocurcumin: a review. Biol Trace Elem Res 168:380–391
Brown LM, Kim D, Yomai A, Meyer PA, Noonan GP, Huff D, Flanders WD (2005) Blood lead levels and risk factors for lead poisoning in children and caregivers in Chuuk State, Micronesia. Int J Hyg Environ Health 208:231–236
Stathopoulou MG, Kanoni S, Papanikolaou G, Antonopoulou S, Nomikos T, Dedoussis G (2012) Mineral intake. Prog Mol Biol Transl Sci 108:201–236
de Moura JE, de Moura EN, Alves CX, Vale SH, Dantas MM, Silva Ade A, Md A, Leite LD, Brandão-Neto J (2013) Oral zinc supplementation may improve cognitive function in schoolchildren. Biol Trace Elem Res 155:23–28
Liu J, Li L, Wang Y, Yan C, Liu X (2013) Impact of low blood lead concentrations on IQ and school performance in Chinese children. PLoS One 8:e65230
Khor GL, Misra S (2012) Micronutrient interventions on cognitive performance of children aged 5–15 years in developing countries. Asia Pac J Clin Nutr 21:476–486
Murray-Kolb LE, Khatry SK, Katz J, Schaefer BA, Cole PM, LeClerq SC, Morgan ME, Tielsch JM, Christian P (2012) Preschool micronutrient supplementation effects on intellectual and motor function in school-aged Nepalese children. Arch Pediatr Adolesc Med 166:404–410
Jusko TA, Henderson CR, Lanphear BP, Cory-Slechta DA, Parsons PJ, Canfield RL (2008) Blood lead concentrations, 10 microg/dL and child intelligence at 6 years of age. Environ Health Perspect 116:243–248
Canfield R, Henderson C, Cory-Slechta D, Cox C, Jusko T, Lanphear B (2003) Intellectual impairment in children with blood lead concentrations below 10 microgram per deciliter. N Engl J Med 348:1517–1526
Ye J, Du C, Wang L, Li Z, Huang S, Wang H, He L, Bi Y, Wang C (2015) Relationship of blood levels of Pb with Cu, Zn, Ca, Mg, Fe, and Hb in children aged 0–6 years from Wuhan, China. Biol Trace Elem Res 164(1):18–24
Naseer B, Tan SS, Ramli SS, Ang E (2017) Protected mealtimes for adults with cancer in a hematology-oncology setting: an evidence-based implementation project. JBI Database SystRev Implement Rep 15(4):1209–1219
Qi D, Li J, Jiang M, Liu C, Hu Y, Li M, Su J, Que B, Ji W (2015) The relationship between promoter methylation of p16 gene and bladder cancer risk: a meta-analysis. Int J Clin Exp Med 8:20701–20711
Solon O, Riddell TJ, Quimbo SA, Butrick E, Aylward GP, Bacate ML, Peabody JW (2008) Associations between cognitive function, blood lead concentration, and nutrition among children in the central Philippines. J Pediatr 152:237–243
Jeong KS, Park H, Ha E, Hong YC, Ha M, Park H, Kim BN, Lee SJ, Lee KY, Kim JH, Kim Y (2015) Evidence that cognitive deficit in children is associated not only with iron deficiency, but also with blood lead concentration: a preliminary study. J Trace Elem Med Biol 29:336–341
Tong S (1996) Lifetime exposure to environmental lead and children’s intelligence at 11–13 years: the Port Pirie cohort study. Br Med J 313:198–198
Min MO, Singer LT, Kirchner HL, Minnes S, Short E, Hussain Z, Nelson S (2009) Cognitive development and low-level lead exposure in poly-drug exposed children. Neurotoxicol Teratol 31:225–231
Lansdown R, Yule W, Urbanowicz MA, Hunter J (1986) The relationship between blood-lead concentrations, intelligence, attainment and behaviour in a school population: the second London study. Int Arch Occup Environ Health 57:225–235
Yule Q, Lansdown R, Millar IB, Urbanowicz MA (1981) The relationship between blood lead concentrations, intelligence and attainment in a school population: a pilot study. Dev Med Child Neurol 23:567–576
Wasserman GA, Liu X, Lolacono NJ, Factor-Litvak P, Kline JK, Popovac D, Morina N, Musabegovic A, Vrenezi N, Capuni-Paracka S, Lekic V, Preteni-Redjepi E, Hadzialjevic S, Slavkovich V, Graziano JH (1997) Lead exposure and intelligence in 7-year-old children: the Yugoslavia prospective study. Environ Health Perspect 105:956–962
Wang L, Xu S, Zhang G, Wang WY (1988) Using stepwise regression method to study the effect of lead on children’s mental development. School health 01:7–9
Yu S, Luo RR, Jin MJ, Zhao Y, Cheng CB, Sun GZ, Zeng JT, Yu XL, Chen LQ, Zhou FJ (1998) In Zhejiang province, 218 cases of children’s blood lead level and ability, and the intelligence quotient (IQ), to analyze the relationship between the social life. Chin J Pediatr 05:48–49
Li HX, Zhu HF, Wang YW, Xu HJ, Song XZ (1998) High levels of lead exposure on children’s intelligence, behavior and blood of certain neurotransmitters. Chin J Pediatr 07:47–48
Gao WZ, Li Z, Wang ZG, Wang NF, Zhao XQ, Chen Y (1999) Children’s exposure to low levels of lead and intelligence development studies. Health Res 03:14–15
Chen YF, Jiang XY, Li ZK, Chen YF (2000) The influence of children blood lead level on intelligence quotient. Chin Matern Child Health Care 06:376–377 +395
Chen W, Zhao MR, Zhang SZ, Chen MH (2000) The effect of different blood lead level on intelligence of children and analysis for intelligence structure. Chin Matern Child Health Care 02:109–110 +132
Dong H (2002) Dalian industrial zone of children’s blood lead level and intelligence, the findings of a study of behavioral development. Chin J Nat Med 02:90–91
Duan HM (2002) Lanzhou Chengguan 96 preschool children blood lead level and intelligence relationship analysis. Chin J Child Care 01:30
Guan DH, Zhang JQ, JianpingChen LZX, Liang YC (2002) School-age children six kinds of element content in the blood relationship with intelligence research. Guangdong Trace Elem Sci 06:47–50
Liu RH, Huang GY, Pang GX (2004) Zhanjiang children’s blood lead level investigation and analysis of the impact of IQ. J Guangdong Med Col 03:259–260
Jiang HY, Chen HH, Wang XL, Huang YX (2005) The research of preschool children’s blood lead level and intelligence. Anthol Med 02:170–171
Zou SP, Hu SZ, Li WJ, Fang GQ, Zhong YY, Cheng C, Liu MH, Kuang XY (2005) Mild mental characteristics of lead poisoning in children. Pediatr Clin Pract Mag 11:86–87
Ai R, Yu SF, Su YL (2006) The findings of a study of children’s blood lead level and mental development. Inner Mongolia Med J 12:1108–1109
Che W, Guan YQ, Wang C (2006) Guangzhou Huangpu District preschool children blood lead level and developmental correlation analysis. Chin J Child Care 04:406–408
Zhu ZP (2006) On the impact of environmental lead exposure on children development cohort study. Anhui medical university, Hefei, pp 25–27
Zhu QX, Zhu ZP, Yang YJ, Dian LN, Wang YC, Liu JH, Liu JL, Jiang YP (2007) Metal elements content in the blood and the relativity analysis of children’s intelligence. Chin J School Health 04:316–318
Chen Y, Xiao ZT, Liao JX, Hu Y, Chen L, Chen WY (2008) Studies on intelligence and P300 event-related potentials in the lead poisoned children. Shenzhen J Integ Traditional Chin West Med 02:113–115
Chen HS, Li WH, Chen Y, Zhang MH, Pu ZQ (2008) High blood lead effects on children’s intelligence and behavior. J Clin Pediatr 03:230–232
He JY, Wu CY, Long RF, Lu KS, Tian XH (2009) Urban and rural children’s blood lead level of intelligence, behavior, learning and research of “dose–effect” relationship. J Clin Psychiatry 02:85–88
CalderonSalinas JV, ValdezAnaya B, MazunigaCharles AMA (1996) Lead exposure in a population of Mexican children. Hum Exp Toxicol 15:305–311
Abdel Rasoul GM, Al-Batanony MA, Mahrous OA, Abo-Salem ME, Gabr HM (2012) Environmental lead exposure among primary school children in Shebin El-Kom District, Menoufiya Governorate, Egypt. Int J Occup Environ Med 3:186–194
Yuan XQ, Li DY, Li CY (1997) The influence of zinc lack of preschool children’s mental development. Hengyang Med Col J 03:250–252
Xiao F, Wang BC, Wang W (2003) 61 school-age children’s mental development and zinc correlation studies. Chin J School Doctor 02:120–121
Chen LZ, Lin XS, Tan HZ (1995) Children’s intelligence and serum zinc, copper, iron, calcium and magnesium content relations research. Chin J Clin Psychol 02:114–115
Feng C, Gu J, Zhou F, Li J, Zhu G, Guan L, Liu H, Du G, Feng J, Liu D, Zhang S, Fan G (2016) The effect of lead exposure on expression of SIRT1 in the rat hippocampus. Environ Toxicol Pharmacol 44:84–92
Liu JT, Chen BY, Zhang JQ, Kuang F, Chen LW (2015) Lead exposure induced microgliosis and astrogliosis in hippocampus of young mice potentially by triggering TLR4-MyD88-NFkappaB signaling cascades. Toxicol Lett 239:97–107
Jeong KS, Park H, Ha E, Hong YC, Ha M, Park H, Kim BN, Lee SJ, Lee KY, Kim JH, Kim Y (2015) Evidence that cognitive deficit in children is associated not only with iron deficiency, but also with blood lead concentration: a preliminary study. J Trace Elem Med Biol 29:336–341
Acknowledgements
The authors thank all members of Professor CH Wang’s Laboratory in Wuhan University for their valuable assistance and Guoxun Chen (Associate Professor) in The University of Tennessee at Knoxville for the revision of the manuscript. The project was supported by The National Natural Science Foundation of China (No. 81172628) and The National Science Foundation for Post-doctoral Scientists of China (No. 2015M582279).
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Wu, Y., Sun, J., Wang, M. et al. The Relationship of Children’s Intelligence Quotient and Blood Lead and Zinc Levels: a Meta-analysis and System Review. Biol Trace Elem Res 182, 185–195 (2018). https://doi.org/10.1007/s12011-017-1093-0
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DOI: https://doi.org/10.1007/s12011-017-1093-0