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Table 2 Summary of the studies examining associations of maternal anthropometry with offspring cognitive function

From: Association between maternal nutritional status in pregnancy and offspring cognitive function during childhood and adolescence; a systematic review

Author, Year, Sample size, Age, Country, Study design

Maternal anthropometry

Cognitive function

Results after adjustment for confounders

QS and RB

8Neggers YH; 2003

 N = 355

 Age 5.3 years

 USA

 Prospective Low income African- Americans; mothers participated in Zinc supplementation trial

Pre-pregnancy BMI (kg/m2)

BMI 4 categories

Underweight (BMI < 19.8): 6.5 %

Normal (19.8-26.0): 39.2

Overweight (26.1-29.0): 14.4 %

Obese(>29): 39.9 %

Gestational weight gain (kg)

Differential Ability Scale –general IQ (intelligence quotient), verbal and non-verbal abilities

Peabody Gross Motor Scales

↑Pre-pregnancy BMI -↓ general IQ (β = -0.25) and non-verbal score (β = 0.29)

Compared to children of normal weight mothers, children of obese mothers scored lower in general IQ (β = -4.7) and non-verbal abilities (β = -5.6) but not in verbal or motor skills

Compared to children of normal weight mothers, children of underweight mothers scored lower in general IQ, verbal and non-verbal abilities but not significant

No association between pregnancy weight gain and cognitive or motor skills

Confounders adjusted for: Child’s BWT, GA, current age, MA, MS, maternal alcohol intake, MIQ, HE, child care status, zinc supplementation status

14 Medium

9Heikura U; 2008

 Two birth cohorts

 1966

 N = 12058

 Age 11.5 years

 Finland

 1986 birth cohort

 N = 9432

 Age 11.5 years

 Finland

Pre-pregnancy BMI (kg/m2)

BMI 4 Categories

1966 cohort

Thin (BMI < 20): 13.4 %

Normal (BMI 20-24.9): 65 %

Overweight (BMI 25.0–29.9): 17.9 %

Obese (BMI ≥30): 3.8 %

1986 cohort

Thin (BMI < 20): 24.3 %

Normal (BMI 20-24.9): 58.7 %

Overweight (BMI 25.0–29.9): 13.1 %

Obese (BMI ≥30): 3.8 %

IQ (Standardised psychometric test or clinical developmental assessment): Test battery used not reported

Intellectual disability (ID)-IQ < 70 severe ID (IQ < 50) mild (IQ 50-70)

Maternal pre-pregnancy obesity predicted ID in 1986 cohort (OR = 2.8) but not in 1966 birth cohort

Low BMI associated with mild ID in 1966 cohort (OR = 2.1)

Interaction between parity*BMI in 1966 cohort

Higher risk of ID (OR = 2.9) in children of multiparous mothers with low BMI in 1986 cohort

Confounders adjusted for: MA, SES (occupation), parity, place of residence, marital status

15 Medium

10Tanda R; 2012

 N = 3412

 Age 5-7 years

 USA

 Longitudinal

Pre-pregnancy BMI (kg/m2) and gestational weight gain (kg)

BMI 4 categories

Underweight (BMI < 18.5): 7.2 % Normal (BMI 18.5-24.9): 65.6 %

Overweight (BMI 25.0-29.9): 17.6 %

Obese (BMI ≥30): 9.6 %

Peabody Individual Achievement Test Reading and Mathematics scores

Pre-pregnancy obesity, but not overweight, was negatively associated with cognitive skills Compared to children of normal weight mothers, children of obese mothers scored 3 points lower (0.23 SD) in reading and 2 points lower (0.16 SD) in mathematics score ↑gestational weight gain - ↓ cognitive skills but not significant

Confounders adjusted for: the child’s sex, GA, current age and body size, ethnicity, parity, SES (income), MA, ME, MIQ, HE

15 Medium

11Hinkle SN; 2012

 N = 6850

 Age 2 years

 USA

 Population based  Longitudinal-Birth cohort

Pre-pregnancy BMI (kg/m2) and Gestational weight gain (kg)

BMI 5 categories

Underweight (BMI < 18.5): 5 %

Normal (BMI 18.5-24.9): 56 %

Overweight (BMI 25.0-29.9): 25 % Obese1(BMI 30.0-34.9): 8 %.

Obese2 and 3(BMI > =35.0-39.9): 6 %

Bayley Scales of Infant Development –II (Mental Development Index (MDI) and Psychomotor Development Index (PDI))

Compared to the children of normal BMI mothers, children of mothers in all the other categories scored lower MDI, but significant in obese2 and 3 categories (β = 2.13 points)

Risk of delayed mental development (<-1SD v > 1SD) observed in children of mothers with underweight (RR = 1.36) and extreme obese (RR = 1.38) categories

No association between pre-pregnancy BMI and PDI

Confounders adjusted for: the child’s sex, BWT, GA, BF, MA, ethnicity, marital status, parity, DM, PIH, ME, MS, SES (income)

16 Medium

12Basatemur E; 2012

 Age 5 years (n = 11025)

 Age 7 years (n = 9882)

 UK

 Prospective population based birth cohort

Pre-pregnancy BMI (kg/m2)

BMI continuous and categories

BMI 4 categories

Underweight (BMI < 18.5): 5.3 %

Normal (BMI 18.5-24.9): 65.6 %

Overweight (BMI 25.0-29.9): 20.1 %

Obese (BMI ≥30): 9 %

Excluded BMI < 16

5 Y-British ability scales-II

Expressive language, nonverbal reasoning and spatial visualization 7 Y- British ability scales-II spatial visualization, verbal ability, and number skills test (National foundation for educational research progress in Math tests)

Children of underweight, overweight and obese mothers scored lower mean scores (0.1-0.3 SD)

Maternal pre-pregnancy BMI is negatively associated with children’s general cognitive ability at 5 years (β = -0.075) and 7 years (β = -0.17) 5 years - ↑maternal BMI -↓Spatial visualization but no association with expressive language and nonverbal reasoning 7 years- ↑maternal BMI -↓Spatial visualization, verbal ability and number skills

Confounders adjusted for: The child’s sex, current age, BWT, BMI, ethnicity, MA, ME, PE, SES, income, MS, DM

15 Medium

13Buss C; 2012

 N = 174

 Age 7.3 years

 USA

 Population based prospective

 Longitudinal-Birth cohort

Pre-pregnancy BMI (kg/m2) and Gestational weight gain (kg)

BMI continuous and categories

BMI 3 categories

Normal (BMI 18.5-24.9): 58 %

Overweight (BMI 25.0-29.9): 25.9 % Obese (BMI ≥30): 16.1 %

Excluded underweight mothers

Executive function Continuous Performance Task (Go/No go task)

Higher pre-pregnancy BMI (continuous and categorical) was associated with impaired performance on the Go/No go task (F1.157 = 8.37 and F2.156 = 3.57 respectively)

Children of obese mothers scored higher in performance measure (higher score indicates poor performance) compared to children of normal weight mothers. No difference in scores of performance efficiency between children of obese mothers vs children of overweight/normal weight mothers (Chen’s d effect size 0.62 SD)

Gestational weight gain was not associated with child performance on the Go/No go task (F1.157 = 0.27)

Confounders adjusted for: The child’s sex, current age, BMI, ethnicity, GA, parity, BWT, ME, MIQ, depression, obstetric risk (PIH, DM)

13 Medium

14Brion M; 2011

 ALSPAC: population based prospective cohort UK

 N = ~5000

 Age 38 months; Age 8 years

 Generation R: Population based pregnancy cohort Netherlands.

 N = ~2500

 Age 30 Months

Pre-pregnancy BMI (kg/m2)

Underweight (BMI < 18.5)

Normal (BMI 18.5-24.9)

Overweight (BMI 25.0-29.9)

Obese (BMI ≥30)

ALSPAC

Normal BMI: 78.7 %

Overweight/obese: 21.3 %

Generation R

Normal BMI: 77.9 %

Overweight/obese: 22.1 %

Excluded obese group (cognitive assessment at age 30-38 months)

ALSPAC-Verbal skills-MacArthur Toddler Communication Questionnaire maternal report

Non-verbal skills-Diagnostic Analysis of Non-verbal Accuracy Test

General intelligence-Wechsler Intelligence Scale for Children-II at 8-years

Generation-R-Verbal skills-Dutch translation of the Language Development Survey

Non-verbal-Dutch version of parent report of children’s abilities

ALSPAC: No association of maternal overweight with verbal and non-verbal skills.

Maternal obesity was associated with ↓IQ (OR = 0.84) at 8 years

Generation-R: no association between maternal overweight with verbal and non-verbal skills.

Confounders adjusted for: ME, PE, occupation, income, social class (ALSPAC only), MS, BF

15 Medium

15Casas M; 2013

 INMA: population based prospective birth cohort Spain

 N = ~1967

 Age 11-22 months

 RHEA: Population based prospective cohort

 Greece

 N = 412

 Age 17-20 months

Pre-pregnancy BMI (kg/m2)

Underweight (BMI < 18.5)

Normal (BMI 18.5-24.9)

Overweight (BMI 25.0-29.9)

Obese (BMI ≥30)

INMA: 72.9 %, 19.2 % and 8 % normal, overweight and obese respectively

RHEA: 68.3 %, 20.1 %, and 11 % normal, overweight and obese respectively

Excluded underweight

INMA: Bayley Scales of Infant Development –I (Mental and Psychomotor scale)

RHEA: Bayley Scales of Infant Development –III (Cognitive and fine and gross motor development scale)

Pre-pregnancy obesity, but not overweight, was negatively associated with cognitive skills Compared to children of normal weight mothers, children of obese mothers scored 2.67 points lower (INMA) and 3.57 points lower (RHEA and not significant) in mental (INMA) and cognitive development (RHEA)

Cognitive score ↓ with increasing BMI (INMA -0.17 per kg/m2; RHEA -0.26 per kg/m2(not significant)

No association of overweight/obesity with motor development in both cohorts

Confounders adjusted for: gender, parental education, age, social class (only in INMA), maternal country of birth, breast-feeding duration, MS, employment status during pregnancy and after birth, parity, nursery attendance and main child minder

14 Medium

16Craig WY; 2013

 Study 1- USA

 Population based cohort

 N = 101

 Age 2 years

 Study 2- USA

 Population based cohort

 N = 118

 Age 8 years

 In both studies participants were from control group of a case–control study

Pregnancy BMI (kg/m2; 2nd trimester)

Normal (BMI 18.5-24.9)

Overweight (BMI 25.0-29.9)

Obese (BMI ≥30)

Study 1: 31.6 %, 38.6 % and 29.7 % normal, overweight and obese respectively

Study 2: 64.4 %, 25.4 %, and 10.2 % normal, overweight and obese respectively

No underweight category

Study 1- Bayley Scales of Infant Development –III

Cognitive, language and motor (gross and fine) domains

Study 2-Wechsler Intelligence Scale for Children (WISC)-III

Full-scale IQ, verbal and performance IQ

Study 1: ↑BMI categories- ↓scores for cognitive, language and motor domains (not significant)

Percentage of children with ≥ 1 score below BSID-III score of 85 increased with BMI category and was higher among children of obese mothers compared to children of normal BMI mothers (OR 3.9)

Study 2: ↑BMI categories- ↓scores for performance IQ but not for full-scale and verbal IQ

Percentage of children with ≥ 1 score below WISC-III score of 85 increased with BMI category and was higher among children of obese mothers compared to children of normal BMI mothers (OR 5.2)

Confounders adjusted for: gender, maternal age, smoking, number of prior births, SES (based on occupation and education)

14 Medium

17Huang L; 2014

 N = 30212

 Age 7 years

 USA

 Population based prospective cohort

Pre-pregnancy BMI (kg/m2)

Gestational weight gain (lb)

Underweight (BMI < 18.5)-9.1 %

Normal (BMI 18.5-24.9)-69.2 %

Overweight (BMI 25.0-29.9)-16.0 %

Obese (BMI ≥30)-5.7 %

Wechsler Intelligence Scale for Children-I

Full-scale, verbal and performance IQ

Pre-pregnancy obesity, but not overweight, was negatively associated with offspring IQ

Compared to children of normal mothers, children of obese mothers scored 2 points lower in full-scale IQ and 2.5 points lower verbal IQ; compared to normal mothers children of underweight mothers scored ~0.6 points lower in full-scale IQ Suboptimal, inadequate or excessive weight gain in normal mothers-↓ full-scale IQ scores (~1-3 points) in children

Excessive, but not inadequate, weight gain in obese mothers-↓ IQ scores in children Compared to children of normal mothers who gained 21-25 lb, children of obese mothers who gained >40 lb scored 6.5 points lower in full-scale IQ scores

Confounders adjusted for: Maternal race, parity, MA, ME, MS, SES, marital status

15 Medium

18Tavris DR; 1982

 N = 2789

 Age 5 years

 USA

 Prospective longitudinal

Maternal gestational weight gain (difference in weight between first and last prenatal visits)

3 categories of weight gain

1) -24 to 4 lb,

2) 5 to 29 lb

3) ≥30 lb

Raven’s Coloured Progressive Matrices

Details of cognitive domains assessed not mentioned

Children of mothers who gained <5 lb and >30 lb scored poorly compared to 2nd category (F = 3.23)

Compared to 1st and 2nd category – no difference.

Compared to 2nd and 3rd category- second category scored better (F = 4.31)

Confounders adjusted for: Ethnicity, MA, parity, pre-pregnancy weight/height ratio, GA, ME, PE, income

13 Medium

19Gage SH; 2013

 ALSPAC: population based prospective cohort-UK.

 N = 5832: Age 4 years

 N = 5191; Age 8 years

 N = 7339; Age 16 years

Maternal gestational weight gain (kg)

3 categories of weight gain

1: less than recommended

2: As recommended

3: more than recommended

Pre-pregnancy weight (kg)

School Entry Assessment Score-4 years

IQ- Wechsler Intelligence Scale for Children -III-8 years

Adequate final exam results-16 years

Children of women gained weight < expected-↓ school entry assessment score (-0.075 SD) and adequate final-exam results (OR = 0.88); ↑Weight gain - early and mid pregnancy -↑school entry assessment score (0.072 and 0.077 SD)

↑ Weight gain in all three periods of pregnancy-↑ IQ at 8 years (0.070 to 0.078 SD) and ↑Pre-pregnancy weight-↓ school entry assessment score (-0.004 SD/kg), IQ (-0.004 SD) and the odds (OR = 0.99) of achieving adequate final exam results

Confounders adjusted for: the child’s sex, current age, MA; ME, parity, pre-pregnancy BMI, smoking and mode of delivery

16 Medium

  1. BMI body mass index, QS quality score, RB risk of bias, GA gestational age, MA maternal age, BWT birthweight, SES socio-economic status, ME maternal education, PE paternal education, MIQ maternal intelligence, HE home environment, MS maternal smoking, BF breast-feeding, DM maternal diabetes, PIH pregnancy induced hypertension