Analysis of compositional bone density data using log ratio transformations

被引:10
作者
Bracci, PM
Bull, SB [1 ]
Grynpas, MD
机构
[1] Univ Toronto, Dept Prevent Med & Biostat, Toronto, ON M5S 1A8, Canada
[2] Mt Sinai Hosp, Samuel Lunenfeld Res Inst, Toronto, ON M5G 1X5, Canada
[3] Univ Toronto, Dept Pathol, Toronto, ON, Canada
关键词
bone mineralization; compositional data; continuation log ratio; cumulative log ratio; dose-response; log odds; ordinal data; simulation study;
D O I
10.2307/2534021
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In skeletal research, one of the techniques available to measure bone mineralization produces compositional data, which consist of vectors of ordered proportions of bone sample in prespecified density intervals. We investigated the value of two multivariate data transformations, the cumulative log ratio and the continuation log ratio, in the analysis of an experimental study of the dose-response effect of a drug treatment on bone mineralization. Based on a comparison of alternative approaches to the analysis of compositional bone mineralization data in the application and in a simulation study, we recommend the use of the average of the cumulative log ratios over all the density intervals to detect change in the density distribution. We also recommend the use of one of the continuation log ratios when a specific density interval of interest can be specified a priori.
引用
收藏
页码:337 / 349
页数:13
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