Villandré Luc, Hutcheon Jennifer A, Trejo Maria Esther Perez, Abenhaim Haim, Jacobsen Geir, Platt Robert W
McGill University Health Centre, Canada.
Int J Biostat. 2011;7(1). doi: 10.2202/1557-4679.1305. Epub 2011 Aug 23.
We present a model for longitudinal measures of fetal weight as a function of gestational age. We use a linear mixed model, with a Box-Cox transformation of fetal weight values, and restricted cubic splines, in order to flexibly but parsimoniously model median fetal weight. We systematically compare our model to other proposed approaches. All proposed methods are shown to yield similar median estimates, as evidenced by overlapping pointwise confidence bands, except after 40 completed weeks, where our method seems to produce estimates more consistent with observed data. Sex-based stratification affects the estimates of the random effects variance-covariance structure, without significantly changing sex-specific fitted median values. We illustrate the benefits of including sex-gestational age interaction terms in the model over stratification. The comparison leads to the conclusion that the selection of a model for fetal weight for gestational age can be based on the specific goals and configuration of a given study without affecting the precision or value of median estimates for most gestational ages of interest.
我们提出了一个将胎儿体重作为胎龄函数的纵向测量模型。我们使用线性混合模型,对胎儿体重值进行Box-Cox变换,并使用受限立方样条,以便灵活而简约地对胎儿体重中位数进行建模。我们系统地将我们的模型与其他提出的方法进行比较。除了在妊娠40周之后,我们的方法似乎能产生与观察数据更一致的估计值外,所有提出的方法都显示出产生相似的中位数估计值,这一点由重叠的逐点置信带证明。基于性别的分层会影响随机效应方差-协方差结构的估计,但不会显著改变特定性别的拟合中位数。我们说明了在模型中纳入性别-胎龄交互项比分层的好处。比较得出的结论是,对于胎龄的胎儿体重模型的选择可以基于给定研究的特定目标和配置,而不会影响大多数感兴趣的胎龄的中位数估计的精度或价值。