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Examining Associations between Perinatal and Postnatal Risk Factors for Childhood Obesity Using Sibling Comparisons
Summer Sherburne Hawkins1, Christopher F Baum1,2,3, Sheryl L Rifas-Shiman4
11 School of Social Work, Boston College, Chestnut Hill, MA.
Insights
Unmeasured family factors likely explain links between early life exposures like breastfeeding and childhood obesity. Sibling studies show initial associations disappear when controlling for shared genetics and environment.
Area of Science:
- Pediatrics
- Epidemiology
- Genetics
Background:
- Childhood obesity is a major public health concern.
- Observational studies on risk factors are limited by unmeasured confounding.
- Key risk factors include breastfeeding, cesarean delivery, prenatal smoking, and gestational diabetes mellitus (GDM).
Purpose of the Study:
- To examine associations between key perinatal factors and childhood obesity.
- To differentiate true effects from familial confounding using a sibling-pair design.
- To assess the impact of unmeasured genetic, environmental, and familial factors.
Main Methods:
- Utilized data from the CENTURY Study, linking electronic health records with birth certificates.
- Employed traditional observational regression models on the full sample.
- Applied sibling-pair designs with family fixed effects to control for unmeasured confounding.
Main Results:
- In observational models, breastfeeding was linked to lower BMI, while cesarean delivery and prenatal smoking showed higher BMI.
- These associations attenuated and became non-significant in sibling-pair fixed effects models.
- Gestational diabetes mellitus (GDM) showed no significant association with child BMI across all models.
Conclusions:
- Findings suggest unmeasured familial factors confound associations between perinatal exposures and childhood obesity.
- Traditional observational studies may overestimate the impact of these risk factors.
- Sibling-pair designs are crucial for disentangling genetic and environmental influences.
Abstract:
One of the major criticisms of observational studies examining risk factors for childhood obesity is unmeasured confounding. We examined the associations between breastfeeding initiation, cesarean delivery, prenatal smoking, and gestational diabetes mellitus (GDM) with childhood obesity using both a traditional observational approach and a sibling-pair design with family fixed effects. We used data from the Linked the Collecting Electronic Nutrition Trajectory Data Using e-Records of Youth (CENTURY) Study, a clinical database created through the linkage of well-child visits with children's birth certificates, with obesity measured at 2 (N = 55,058) and 5 (N = 43,894) years of age. We conducted three sets of regression models: (1) full sample to examine the adjusted association between each risk factor and obesity with clustering by family; (2) rerun only among siblings with clustering by family; and (3) fixed effects analysis among siblings. Across risk factors, 30%-39% of children had siblings. In the full sample, breastfeeding initiation was associated with a lower BMI z-score, while cesarean delivery and smoking during pregnancy were associated with a higher BMI z-score. Effect sizes were consistent in models with siblings only. However, in the fixed effects models, the coefficients attenuated and were no longer significant for each of these risk factors. We found no association between GDM and child BMI z-score in any of the models. Results were consistent for childhood obesity as a dichotomous measure and at 5 years of age. Our findings suggest that unmeasured genetic, environmental, and familial factors are likely confounding associations between breastfeeding, cesarean delivery, prenatal smoking, and GDM with childhood obesity in observational studies.
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