Kramer Michael S, Zhang Xun, Dahhou Mourad, Yang Seungmi, Martin Richard M, Oken Emily, Platt Robert W
Am J Epidemiol. 2017 Apr 1;185(7):585-590. doi: 10.1093/aje/kww109.
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.
近期研究发现,小于胎龄儿(SGA)出生与儿童期及成年期肥胖增加有关,这些研究基于对与肥胖测量同时进行的身高、体重或体重指数(BMI;体重(千克)/身高(米)²)进行“调整”后的分析。为评估因对因果中介因素过度调整而导致偏差的可能性,我们在一组白俄罗斯儿童中,使用同一数据集比较了两种分析SGA出生与11.5岁时肥胖结局(皮褶厚度和身体脂肪生物电阻抗测量)之间关联的方法,这些儿童从1996 - 1997年出生后一直随访至2008 - 2010年11.5岁。我们1)仅对基线协变量进行调整,研究SGA出生与肥胖之间的关联,以及2)对同时期的身高、体重或BMI进行额外的回归调整。第一种方法得出SGA出生与所有肥胖结局之间呈负相关。对同时期体重或BMI进行额外调整后,SGA与肥胖的关联发生了逆转(即变为正相关)。为探究后一种人体测量指标作为因果中介因素,我们还使用边际结构模型来估计SGA出生的受控直接效应。当以身高为模型时,该效应与第一种方法所见的效应相似;当以BMI为模型时,效应为零;但当以体重为模型时,该效应因瘦体重与脂肪量的差异而混淆。