König Rainer, Baldessari Danila, Pollet Nicolas, Niehrs Christof, Eils Roland
Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 580, 69120 Heidelberg, Germany.
Nucleic Acids Res. 2004 Feb 13;32(3):e29. doi: 10.1093/nar/gnh027.
In a typical gene expression profiling experiment with multiple conditions, a common reference sample is used for co-hybridization with the samples to yield expression ratios. Differential expression for any other sample pair can then be calculated by assembling the ratios from their hybridizations with the reference. In this study we test the validity of this approach. Differential expression of a sample pair (i, j) was obtained in two ways: directly, by hybridizations of sample i versus j, and indirectly, by multiplying the expression ratios for hybridizations of sample i versus pool and pool versus sample j. We performed gene expression profiling using amphibian embryos (Xenopus laevis). Every sample combination of four different stages and a pool was profiled. Direct and indirect values were compared and used as the quality criterion for the data. Based on this criterion, 82% of all ratios were found to be sufficiently accurate. To increase the reliability of the signals, several widely used filtering techniques were tested. Filtering by differences of repeated hybridizations was found to be the optimal filter. Finally, we compared microarray-based gene expression profiles with the corresponding expression patterns obtained by whole-mount in situ hybridizations, resulting in a 90% correspondence.
在一个具有多个条件的典型基因表达谱实验中,一个共同的参考样本用于与样本进行共杂交以产生表达比率。然后,通过汇总任何其他样本对与参考样本杂交的比率,可以计算出它们之间的差异表达。在本研究中,我们测试了这种方法的有效性。样本对(i,j)的差异表达通过两种方式获得:直接地,通过样本i与样本j的杂交;间接地,通过将样本i与混合样本杂交以及混合样本与样本j杂交的表达比率相乘。我们使用两栖动物胚胎(非洲爪蟾)进行基因表达谱分析。对四个不同阶段的每个样本组合以及一个混合样本进行了分析。比较了直接和间接值,并将其用作数据的质量标准。基于该标准,发现所有比率中有82%足够准确。为了提高信号的可靠性,测试了几种广泛使用的过滤技术。发现通过重复杂交的差异进行过滤是最佳过滤器。最后,我们将基于微阵列的基因表达谱与通过全胚胎原位杂交获得的相应表达模式进行了比较,结果显示一致性为90%。