Callow M J, Dudoit S, Gong E L, Speed T P, Rubin E M
Genome Sciences Department, Lawrence Berkeley National Laboratory, Berkeley, California 94720, USA.
Genome Res. 2000 Dec;10(12):2022-9. doi: 10.1101/gr.10.12.2022.
Based on the assumption that severe alterations in the expression of genes known to be involved in high-density lipoprotein (HDL) metabolism may affect the expression of other genes, we screened an array of >5000 mouse expressed sequence tags for altered gene expression in the livers of two lines of mice with dramatic decreases in HDL plasma concentrations. Labeled cDNA from livers of apolipoprotein AI (apoAI)-knockout mice, scavenger receptor BI (SR-BI) transgenic mice, and control mice were cohybridized to microarrays. Two-sample t statistics were used to identify genes with altered expression levels in the knockout or transgenic mice compared with control mice. In the SR-BI group we found nine array elements representing at least five genes that were significantly altered on the basis of an adjusted P value < 0.05. In the apoAI-knockout group, eight array elements representing four genes were altered compared with the control group (adjusted P < 0.05). Several of the genes identified in the SR-BI transgenic suggest altered sterol metabolism and oxidative processes. These studies illustrate the use of multiple-testing methods for the identification of genes with altered expression in replicated microarray experiments.
基于已知参与高密度脂蛋白(HDL)代谢的基因表达发生严重改变可能会影响其他基因表达这一假设,我们在两组血浆HDL浓度显著降低的小鼠肝脏中,筛选了超过5000个小鼠表达序列标签,以寻找基因表达的改变。来自载脂蛋白AI(apoAI)基因敲除小鼠、清道夫受体BI(SR-BI)转基因小鼠以及对照小鼠肝脏的标记cDNA与微阵列进行共杂交。使用双样本t统计量来鉴定与对照小鼠相比,基因敲除或转基因小鼠中表达水平发生改变的基因。在SR-BI组中,我们发现九个阵列元件代表至少五个基因,基于调整后的P值<0.05,这些基因发生了显著改变。在apoAI基因敲除组中,与对照组相比,八个阵列元件代表的四个基因发生了改变(调整后的P<0.05)。在SR-BI转基因小鼠中鉴定出的几个基因表明固醇代谢和氧化过程发生了改变。这些研究说明了在重复微阵列实验中使用多重检验方法来鉴定表达发生改变的基因。