Latent variable models for teratogenesis using multiple binary outcomes

被引:41
作者
Legler, JM
Ryan, LM
机构
[1] HARVARD UNIV, SCH PUBL HLTH, DEPT BIOSTAT, BOSTON, MA 02115 USA
[2] DANA FARBER CANC INST, BOSTON, MA 02115 USA
关键词
item response theory; random effects; teratology;
D O I
10.2307/2291445
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Multiple outcomes are commonly measured in:the study of birth defects. The reason is that most teratogens do not cause a single, uniquely defined defect, but rather result in a range of effects, including major malformations, minor anomalies, and deficiencies in birth weight, length and head circumference. The spectrum of effects associated with a particular teratogen is sometimes described as a ''syndrome.'' In this article we develop a latent variable model to characterize exposure effects on multiple binary outcomes. Not only does the method allow comparisons of control and exposed infants with respect to multiple outcomes, but it also provides a measure of the ''severity'' of each child's condition. Data from a study of the teratogenic effects of anticonvulsants illustrate our results.
引用
收藏
页码:13 / 20
页数:8
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