Michael S Kramer1,2, Xun Zhang1, Izzuddin Bin Aris3, Mourad Dahhou1, Ashley Naimi4, Seungmi Yang2, Richard M Martin5,6, Emily Oken7, Robert W Platt1,2. 1. Department of Pediatrics. 2. Department of Epidemiology, Biostatistics and Occupational Health, McGill University Faculty of Medicine, Montreal, QC, Canada. 3. Department of Pediatrics, National University of Singapore, and Singapore Institute for Clinical Sciences, Agency for Science, Technology and Research, Singapore. 4. Department of Obstetrics and Gynecology. 5. School of Social and Community Medicine, University of Bristol, Bristol, UK. 6. National Institute for Health Research, Bristol Biomedical Research Unit in Nutrition, Bristol, UK. 7. Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA.
Abstract
Background: Previous studies of early life influences on later growth in childhood have varied in their analytical approaches, particularly with respect to 'adjustment' for differences in size at the beginning of the growth period examined. Methods: We compared three commonly used statistical models to assess the effect of maternal body mass index (BMI) on growth between 6.5 and 11.5 years in a large cohort of Belarusian children, as follows: (Model 1) analysis of the difference in anthropometric measurements between the two ages; (Model 2) analysis of the measurement at 11.5 years after adjustment for the same measurement at 6.5 years; and (Model 3) analysis of the difference in measurements after adjustment for the measurement at 6.5 years (mathematically identical to Model 2). Results: Among PROBIT children of obese mothers (BMI ≥ 30 kg/m 2 ) vs those of mothers with normal BMI (18.5 to < 25 kg/m 2 ), Model 1 yielded larger increases in most weight and adiposity outcomes than did Model 2. We show that these larger effects arise because Model 2 parameterizes the effect of maternal BMI twice in same model: once for its effect on size at 6.5 years, and a second time for its effect on growth over the 5-year period between 6.5 and 11.5 years. Similar results were obtained in analogous analyses from cohorts in Boston, MA, and Singapore. Conclusion: Analysing the effect of exposure on change in outcome between two ages (Model 1) is clearly preferable to 'adjustment' for the outcome at the earlier age whenever the exposure under study affects the outcome at the earlier age.
Background: Previous studies of early life influences on later growth in childhood have varied in their analytical approaches, particularly with respect to 'adjustment' for differences in size at the beginning of the growth period examined. Methods: We compared three commonly used statistical models to assess the effect of maternal body mass index (BMI) on growth between 6.5 and 11.5 years in a large cohort of Belarusian children, as follows: (Model 1) analysis of the difference in anthropometric measurements between the two ages; (Model 2) analysis of the measurement at 11.5 years after adjustment for the same measurement at 6.5 years; and (Model 3) analysis of the difference in measurements after adjustment for the measurement at 6.5 years (mathematically identical to Model 2). Results: Among PROBIT children of obese mothers (BMI ≥ 30 kg/m 2 ) vs those of mothers with normal BMI (18.5 to < 25 kg/m 2 ), Model 1 yielded larger increases in most weight and adiposity outcomes than did Model 2. We show that these larger effects arise because Model 2 parameterizes the effect of maternal BMI twice in same model: once for its effect on size at 6.5 years, and a second time for its effect on growth over the 5-year period between 6.5 and 11.5 years. Similar results were obtained in analogous analyses from cohorts in Boston, MA, and Singapore. Conclusion: Analysing the effect of exposure on change in outcome between two ages (Model 1) is clearly preferable to 'adjustment' for the outcome at the earlier age whenever the exposure under study affects the outcome at the earlier age.
Authors: Emily Oken; Rita Patel; Lauren B Guthrie; Konstantin Vilchuck; Natalia Bogdanovich; Natalia Sergeichick; Tom M Palmer; Michael S Kramer; Richard M Martin Journal: Am J Clin Nutr Date: 2013-08-14 Impact factor: 7.045
Authors: Emily Oken; Andrea A Baccarelli; Diane R Gold; Ken P Kleinman; Augusto A Litonjua; Dawn De Meo; Janet W Rich-Edwards; Sheryl L Rifas-Shiman; Sharon Sagiv; Elsie M Taveras; Scott T Weiss; Mandy B Belfort; Heather H Burris; Carlos A Camargo; Susanna Y Huh; Christos Mantzoros; Margaret G Parker; Matthew W Gillman Journal: Int J Epidemiol Date: 2014-03-16 Impact factor: 7.196
Authors: M S Kramer; B Chalmers; E D Hodnett; Z Sevkovskaya; I Dzikovich; S Shapiro; J P Collet; I Vanilovich; I Mezen; T Ducruet; G Shishko; V Zubovich; D Mknuik; E Gluchanina; V Dombrovskiy; A Ustinovitch; T Kot; N Bogdanovich; L Ovchinikova; E Helsing Journal: JAMA Date: 2001 Jan 24-31 Impact factor: 56.272
Authors: V Mericq; K K Ong; R Bazaes; V Peña; A Avila; T Salazar; N Soto; G Iñiguez; D B Dunger Journal: Diabetologia Date: 2005-11-08 Impact factor: 10.122
Authors: Michael S Kramer; Richard M Martin; Natalia Bogdanovich; Konstantin Vilchuk; Mourad Dahhou; Emily Oken Journal: Am J Clin Nutr Date: 2014-04-30 Impact factor: 7.045
Authors: Jonathan Y Huang; David S Siscovick; Hagit Hochner; Yechiel Friedlander; Daniel A Enquobahrie Journal: Epigenomics Date: 2017-11-06 Impact factor: 4.778
Authors: Shanshan Li; Yeyi Zhu; Edwina Yeung; Jorge E Chavarro; Changzheng Yuan; Alison E Field; Stacey A Missmer; James L Mills; Frank B Hu; Cuilin Zhang Journal: Int J Epidemiol Date: 2017-10-01 Impact factor: 7.196
Authors: Sarah L Silverberg; Huma Qamar; Farhana K Keya; Shaila S Shanta; M Munirul Islam; Tahmeed Ahmed; Joy Shi; Davidson H Hamer; Stanley Zlotkin; Abdullah Al Mahmud; Daniel E Roth Journal: Curr Dev Nutr Date: 2021-04-30
Authors: Michael Leung; Nandita Perumal; Elnathan Mesfin; Aditi Krishna; Seungmi Yang; William Johnson; Diego G Bassani; Daniel E Roth Journal: PLoS One Date: 2018-03-20 Impact factor: 3.240
Authors: Izzuddin M Aris; Sheryl L Rifas-Shiman; Ling-Jun Li; Seungmi Yang; Mandy B Belfort; Jennifer Thompson; Marie-France Hivert; Rita Patel; Richard M Martin; Michael S Kramer; Emily Oken Journal: JAMA Netw Open Date: 2018-09-07