Morton Jason, Pachter Lior, Shiu Anne, Sturmfels Bernd
University of California, Berkeley, CA, USA.
Stat Appl Genet Mol Biol. 2007;6:Article 21. doi: 10.2202/1544-6115.1286. Epub 2007 Aug 15.
The problem of finding periodically expressed genes from time course microarray experiments is at the center of numerous efforts to identify the molecular components of biological clocks. We present a new approach to this problem based on the cyclohedron test, which is a rank test inspired by recent advances in algebraic combinatorics. The test has the advantage of being robust to measurement errors, and can be used to ascertain the significance of top-ranked genes. We apply the test to recently published measurements of gene expression during mouse somitogenesis and find 32 genes that collectively are significant. Among these are previously identified periodic genes involved in the Notch/FGF and Wnt signaling pathways, as well as novel candidate genes that may play a role in regulating the segmentation clock. These results confirm that there are an abundance of exceptionally periodic genes expressed during somitogenesis. The emphasis of this paper is on the statistics and combinatorics that underlie the cyclohedron test and its implementation within a multiple testing framework.
从时间进程微阵列实验中寻找周期性表达基因的问题,是众多识别生物钟分子成分研究工作的核心。我们基于环面体检验提出了一种解决该问题的新方法,环面体检验是一种受代数组合学最新进展启发的秩检验。该检验的优点是对测量误差具有鲁棒性,并且可用于确定排名靠前基因的显著性。我们将该检验应用于最近发表的小鼠体节发生过程中的基因表达测量数据,发现了32个共同具有显著性的基因。其中包括先前已鉴定的参与Notch/FGF和Wnt信号通路的周期性基因,以及可能在调节体节时钟中发挥作用的新候选基因。这些结果证实,在体节发生过程中表达了大量异常周期性的基因。本文重点关注环面体检验背后的统计学和组合学,以及它在多重检验框架中的实现。