Shirley E A, Hickling R
Biometrics. 1981 Dec;37(4):819-29.
Skeletal abnormalities in rabbit, rat and mouse foetuses are found to follow closely beta-binomial distributions rather than simple binomial distributions, i.e., foetuses from the same litter are found to have closer chances of being abnormal than foetuses from different litters. Control and treated groups of 12 litters were simulated using beta-binomial distributions and were used to compare the performances of three types of analysis on two-group teratological studies: Student's t test on the litter proportions, transformed or weighted where necessary; the Wilcoxon distribution-free on ranked litter proportions; and likelihood ratio tests assuming a beta-binomial distribution of abnormalities. It was found that the likelihood ratio tests do not have Type I errors equal to the nominal level and are not more powerful than the Student's t test or the Wilcoxon test. The latter two tests produce similar results but the Student's t test is marginally more powerful.
研究发现,兔、大鼠和小鼠胎儿的骨骼异常情况紧密遵循β-二项分布,而非简单的二项分布,也就是说,同一窝的胎儿出现异常的几率比不同窝的胎儿更为接近。利用β-二项分布模拟了12窝的对照组和处理组,并用于比较两组致畸学研究中三种分析方法的性能:对窝比例进行Student's t检验,必要时进行变换或加权;对排序后的窝比例进行无分布的Wilcoxon检验;以及假设异常情况呈β-二项分布的似然比检验。结果发现,似然比检验的I型错误并不等于名义水平,且不比Student's t检验或Wilcoxon检验更具效力。后两种检验产生的结果相似,但Student's t检验的效力略强。