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Table 2 Neurodevelopmental outcomes of manganese exposure measured in biomarkers from cross-sectional studies

From: Biomarkers of environmental manganese exposure and associations with childhood neurodevelopment: a systematic review and meta-analysis

Author, Year

Age (Years)

Country/ Study Name

Number (Girls/Boys)

Sources

Biomarkers

Neurological Assessments

Associations between Manganese in Biomarkers and Neurodevelopmental Outcomes

Adjustment for Covariates

Study Quality

Al-Saleh 2019 [40]

0.2–1

Saudi Arabia

206 (96/110)

NA

Maternal blood and urine, infant urine, breast milk

DDST-II, PEDS

NS

Maternal age and BMI, infant’s age, sex, parity, the location of primary health care centers, maternal education and z score weight for age

Medium

Rink 2014 [41]

1.1–3.7

Uruguay

60 (34/26)

NA

Hair

BSID-III

H-Mn: NS

HOME score, age, child Hb, maternal IQ, SES, Pb, marital status, father education and tester

High

Bauer 2017 [42]

10–14

Italy/PHIME

142 (79/63)

Fe-Mn alloy plant

Teeth

VRAM

Both low and high prenatal Mn ↓: visuospatial learning and working memory among girls only

Sex, age, SES, videogame use, lead, trial and tooth attrition

High

Betancourt 2015 [43]

11

Ecuador

93 (46/47)

Water consumption from the river

Hair

PCM

H-Mn: ↓: IQ

Mother’s literacy

Medium

Bhang 2013 [44]

8–11

Korea*

1001 (474/527)

NA

Blood

WASI, ADS, CBCL

B-Mn: ↓: academic performance, such as thinking, reading, calculation, lower Mn ↓: attention

Age, sex, region, children’s IQ, maternal education and age, levels of cotinine and lead

High

Bouchard 2007 [45]

6–15

Canada

46 (22/24)

Ground water

Hair

CPRS-R, CTRS-R

H-Mn: ↓: behaviors (teacher-reported hyperactive and oppositional behaviors)

Child’s age, sex and income

High

Bouchard 2011 [16]

6–13

Canada

362 (194/168)

Ground water

Hair

WASI

H-Mn: ↓: IQ

Maternal education and IQ, income, home stimulation score, family structure, sex and age of child and IQ testing session, source of water and level of iron in tap water

High

Bouchard 2018 [8]

6–14

Canada

259 (132/127)

Ground water

Hair, saliva, toe nail

WISC-IV

NS, possible beneficial effects in boys

Child’s age, maternal IQ and education, income and IQ tester

High

Carvalho 2014 [22]

7–12

Brazil

70 (36/34)

Air emissions from Fe-Mn alloy plant

Hair

WISC-III

H-Mn: ↓: estimated IQ, Block Design and Digit Span

Maternal education

High

Carvalho 2018 [46]

7–12

Brazil

70 (36/34)

Air emissions from Fe-Mn alloy plant

Hair

NEPSY II

H-Mn: ↓: verbal memory, behaviors (hyperactivity), not motor

Age, sex, SES, mother’s education and mother’s IQ

High

Chan 2015 [47]

11–13

USA/NICHD

266 (128/138)

NA

Teeth

DBD

NS

Child’s race, sex, parental education, marital status and SES

High

Chiu 2017 [48]

11–14

Italy/PHIME

194 (105/89)

Fe-Mn alloy plant

Teeth

PA, LNMB

Pretnatal T-Mn: ↑: behaviors and motor in boys, T-Mn: ↓: motor (tremor): early postnatal in girls, later postnatal in boys

Children’s age and sex, SES index and tooth attrition

High

do Nascimento 2015 [49]

6–12

Brazil

69 (34/35)

Drinking water from well water

Hair, blood

RCPM

H-Mn: ↓: cognitive function, B-Mn: NS

Age, sex and parents’ education

High

Ericson 2007 [50]

3–9

USA/SECCYD

27 (16/11)

NA

Teeth

FTT, CBCL

Prenatal T-Mn: ↓: behaviors (hyperactivity)

Pb, mothers’ education, income and child ethnicity

High

Frndak 2019 [51]

6–8

Uruguay

345 (155/190)

NA

Hair

CANTAB, W-M

H-Mn: ↑: cognition

Child’s age, sex, Pb, hemoglobin, HOME score, crowding, possessions of wealth and mother’s education

High

Haynes 2015 [52]

7–9

USA/CARES

404 (187/217)

Air-borne Mn from Fe-Mn refinery

Hair, blood

WISC-IV

Both low and high Mn: ↓: IQ

Parent IQ

Medium

Haynes 2018 [7]

7–9

USA/CARES

106 (65/41)

Air-borne Mn from Industry

Hair, blood

WISC-IV

H-Mn: ↓: IQ, B-Mn: NS

Parent IQ

Medium

Hernandez-Bonilla 2011 [53]

7–11

Mexico

172 (84/88)

Air-borne Mn from Mining

Hair, blood

GP, FT, SA

B-Mn: ↓: motor speed and coordination, H-Mn: NS

Pb, Hb, sex, age and maternal education

High

Hernandez-Bonilla 2016 [54]

7–11

Mexico

267 (136/131)

Air-borne Mn from mining district

Hair

ROCF

H-Mn: ↓: visuoperception and short-term visual memory

Pb, Hb, child’s age and sex, motor dexterity and mother’s IQ

High

Horton 2018 [55]

8–11

Mexico/ELEMENT

133 (69/64)

Air pollution and diets

Teeth

BASC-2

Prenatal T-Mn: ↑: behaviors, postnatal T-Mn: ↓: behaviors (internalizing problems)

Maternal education and gestational age

High

Khan 2011 [56]

8–11

Bangladesh

201 (100/101)

Drinking water from well water

Blood

CBCL

B-Mn: NS

Arsenic, sex, BMI, maternal education and arm circumference

High

Kicinski 2015 [57]

13.6–17

Belgium

606 (282/324)

Low-level metal exposure from industrial areas

Blood

FT, CPT, DS

B-Mn: NS

Sex, age, smoking, passive smoking, income, occupation, and maternal education

High

Kim 2009 [58]

8–11

Korea

261 (120/141)

NA

Blood

WISC

B-Mn: ↓: IQ

Age, sex, parental education, income, smoking, birth weight and mother’s age

High

Lucchini 2012a [59]

11–14

Italy

299 (147/152)

Fe-Mn alloy plant

Hair, blood

WISC

NS

Age, sex, BMI, family size, SES, alcohol consumption, area of residence, Hb, ferritin and parity

High

Lucchini 2012b [60]

11–14

Italy

311 (153/158)

Fe-Mn alloy plant

Hair, blood, urine

FT, PA, DPD, LNMB

B-Mn and H-Mn: ↓: motor (tremor), urine, air, water, diet: NS, soil Mn: ↓: tremor intensity

Parity, family size, SES, BMI, maternal education, alcohol intake, smoking, Pb and other metals in air, soil and water.

High

Lucchini 2019 [61]

6–12

Italy

299 (161/138)

Industrial emission, with potential contamination of environment

Hair

WISC, CANTAB

H-Mn: ↓: working memory

Sex, age, maternal IQ and cognitive stimulation besides the confounder distance from the point source

High

Menezes-Filho 2011 [21]

6–12

Brazil

83 (39/44)

Fe-Mn alloy plant

Hair, blood

WISC-III

H-Mn: ↓: cognition, especially in the verbal domain, B-Mn: NS

Maternal education and nutritional status

Medium

Menezes-Filho 2014 [62]

7–12

Brazil

70 (36/34)

Air-borne Mn from Fe-Mn alloy plant

Hair

CBCL

H-Mn: ↓: behaviors (externalizing behaviors), more pronounced in girls

Age, sex and maternal IQ

High

Nascimento 2016 [63]

6–12

Brazil

63 (31/32)

Potential contamination from pesticide

Hair, blood

NEUPSILIN-Inf

B-Mn: ↓: visual attention, visual perception and phonological awareness, H-Mn: ↓: working memory

IQ, age, sex and parents’ education

High

Oulhote 2014 [15]

6–13

Canada

375 (200/175)

Drinking water from ground water

Hair

WASI, CPT-II, FT, SA

H-Mn: ↓: memory, attention, not hyperactivity, motor: a nonlinear association, ↑: 0.3–0.8 μg/g, ↓: >  10 μg/g, but there were very few observations with such high levels

Child’s sex, age, maternal education and IQ, income, maternal depressive symptoms and tap water lead concentrations.

High

Parvez 2011 [64]

8–11

Bangladesh

304 (153/151)

Drinking water from well water

Blood

BOT-2

B-Mn: NS

Sex, school attendance, head circumference, mother’s intelligence, ferritin, selenium and Pb

High

Riojas-Rodríguez 2010 [6]

7–11

Mexico

172 (99/73)

Air-borne Mn from mining district

Hair, blood

WISC

H-Mn: ↓: IQ, B-Mn: NS

Pb, age, sex, nutritional status, maternal education and IQ

High

Rugless 2014 [65]

7–9

USA/CARES

55 (35/20)

Air emissions from Fe-Mn refinery

Hair, blood

APS

H-Mn and B-Mn: ↓: postural balance

Sex, height/weight ratio, parent IQ, education, Pb and age

Medium

Torrente 2005 [66]

12–14

Spain

100 (61/39)

Industrial emission

Hair

AMP

H-Mn: NS

SES and age

Low

Torres-Agustin 2013 [67]

7–11

Mexico

174 (86/88)

Air-borne Mn from mining district

Hair, blood

CAVLT

H-Mn: ↓: long-term memory and learning, B-Mn: NS

Child’s sex, Pb, age, Hb and maternal education

High

Wasserman 2006 [9]

10

Bangladesh

142 (72/70)

Drinking water from well water

Blood

WISC-III

B-Mn: NS

Maternal education and IQ, house type, family ownership of a television, child height and head circumference

High

Wright 2006 [68]

11–13

USA

31 (16/15)

Mining waste

Hair

WASI

H-Mn: ↓: Full Scale IQ, Verbal IQ

Sex and maternal education

Low

  1. *: Effects of pollution on neurobehavioral development, and future policies to protect our children; ↓: Negative association; ↑: Positive association; NA Not available; NS No significant association. Fe-Mn Ferro-manganese; Hb Hemoglobin; Mn Manganese; Pb Lead. B-Mn Manganese in blood; H-Mn Manganese in hair; T-Mn Manganese in teeth. BMI Body mass index; HOME score Home observation for measurement of the environment score; IQ Intelligence Quotient; SES Socioeconomic status. CARES Communities Actively Researching Exposure Study; ELEMENT Early Life Exposures in MExico and NeuroToxicology; NICHD National Institute of Child Health and Human Development; PHIME Public Health Impact of Manganese Exposure in susceptible populations, SECCYD Study of Early Child Care and Youth Development