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Batch effects in differential DNA methylation research

机译:DNA甲基化差异研究中的批次效应

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Hundreds of genes with differential DNA methylation of promoters have been identified for various cancers. However, the reproducibility of differential DNA methylation discoveries for cancer have not been systematically analysed. Here,using array data for nine types of cancers, we evaluated the effects of experimental batches on differential DNA methylation detection. The results showed batch effects could greatly affect the discovery of DNA methylation biomarkers. Then, we compared the directions of DNA methylation changes detected from different datasets for the same cancer. We found for a given cancer, the directions of methylation and expression changes detected from different datasets, excluding potential batch effects, were highly consistent.
机译:已鉴定出数百种具有启动子DNA甲基化差异的基因,可用于多种癌症。但是,尚未对DNA甲基化差异发现的可重复性进行系统分析。在这里,使用九种类型的癌症的阵列数据,我们评估了实验批次对差异DNA甲基化检测的影响。结果表明分批效应可能极大地影响DNA甲基化生物标志物的发现。然后,我们比较了从同一癌症的不同数据集中检测到的DNA甲基化变化的方向。我们发现,对于给定的癌症,从不同数据集中检测到的甲基化方向和表达变化(不包括潜在的批次效应)高度一致。

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