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Kramer MS, Zhang X, Dahhou M, Yang S, Martin RM, Oken E, Platt RW. Does Fetal Growth Restriction Cause Later Obesity? Pitfalls in Analyzing Causal Mediators as Confounders. Am J Epidemiol 2017; 185:585-590. [PMID: 28338874 DOI: 10.1093/aje/kww109] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2015] [Accepted: 02/26/2016] [Indexed: 12/29/2022] Open
Abstract
Recent studies finding that small-for-gestational-age (SGA) birth is associated with increased adiposity in childhood and adulthood have been based on analyses "adjusting" for height, weight, or body mass index (BMI; weight (kg)/height (m)2) measured concurrently with the adiposity measurement. To assess the potential for bias due to overadjustment for a causal mediator, we compared 2 approaches to analyzing the association between SGA birth and adiposity outcomes (skinfold thicknesses and bioelectrical impedance measurement of body fat) at age 11.5 years using the same data set in a cohort of Belarusian children followed from birth in 1996-1997 to age 11.5 years in 2008-2010. We 1) studied the association of SGA birth with adiposity, adjusting for baseline covariates only, and 2) made additional regression adjustment for concurrent height, weight, or BMI. The first approach yielded negative associations between SGA birth and all adiposity outcomes. Additional adjustment for concurrent weight or BMI reversed (i.e., to positive) the SGA-adiposity association. To explore the latter anthropometric measures as causal mediators, we also used marginal structural models to estimate the controlled direct effect of SGA birth. That effect was similar to the effect seen with the first approach when modeled on height, was null when modeled on BMI, but was confounded by differences in lean mass versus fat mass when modeled on weight.
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Kramer MS, Martin RM, Bogdanovich N, Vilchuk K, Dahhou M, Oken E. Is restricted fetal growth associated with later adiposity? Observational analysis of a randomized trial. Am J Clin Nutr 2014; 100:176-81. [PMID: 24787489 PMCID: PMC4144097 DOI: 10.3945/ajcn.113.079590] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Several recent "developmental origins" studies have reported increased long-term risks of adiposity, especially truncal adiposity, among children born small for gestational age (SGA). OBJECTIVE We assessed the effects of SGA birth and weight gain in early infancy on adiposity at age 11.5 y. DESIGN From a cluster-randomized breastfeeding promotion trial in 17,046 Belarusian children, we measured height, weight, waist and hip circumferences, triceps and subscapular skinfold thicknesses, and bioimpedance measures of percentage body fat at age 11.5 y. Children born SGA (birth weight <10th percentile) and those born large for gestational age (LGA; >90th percentile for gestational age) were compared with those born appropriate for gestational age (AGA). Weight gain from birth to 6 mo was categorized as high (>0.67-SD increase in weight-for-age), low (>0.67-SD decrease in weight-for-age), or normal. Multilevel statistical models accounted for clustered measurement and controlled for maternal and paternal height and body mass index (BMI), maternal education, geographic region, urban compared with rural residence, and the child's exact age at follow-up. RESULTS Children born SGA had a significantly lower BMI, percentage body fat, and fat mass index than did those born AGA, with a dose-response effect across 2 subcategories of SGA (P < 0.001 for all comparisons). No difference was observed in waist-to-hip ratio, although the subscapular-to-triceps skinfold ratio was slightly but significantly (P < 0.001) higher in children born SGA. Differences among the study groups continued to increase since the previous follow-up at 6.5 y. SGA infants with catch-up growth in the first 3-6 mo had growth and adiposity measures intermediate between those born SGA without catch-up and those born AGA. Opposite effects of similar magnitude were observed in children born LGA. CONCLUSION The 11.5-y-old Belarusian children born SGA were shorter, were thinner, and had less body fat than their non-SGA peers, irrespective of postnatal weight gain. The Promotion of Breastfeeding Intervention Trial was registered at www.isrctn.org as ISRCTN-37687716.
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Affiliation(s)
- Michael S Kramer
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
| | - Richard M Martin
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
| | - Natalia Bogdanovich
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
| | - Konstantin Vilchuk
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
| | - Mourad Dahhou
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
| | - Emily Oken
- From the Departments of Pediatrics (MSK and MD) and Epidemiology, Biostatistics and Occupational Health (MSK), McGill University Faculty of Medicine, Montreal, Canada; the School of Social and Community Medicine, University of Bristol, Bristol, United Kingdom (RMM); the National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, United Kingdom (RMM); State Institution "the Republican Scientific and Practical Centre Mother and Child," Ministry of Health, Republic of Belarus (NB and KV); and the Obesity Prevention Program, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA (EO)
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