Laboratory for Epigenetics, Centre National de Génotypage, CEA-Institute de Génomique, Bâtiment G2, 2 rue Gaston Crémieux, Evry, France.
Epigenomics. 2012 Jun;4(3):325-41. doi: 10.2217/epi.12.21.
Huge progress has been made in the development of array- or sequencing-based technologies for DNA methylation analysis. The Illumina Infinium(®) Human Methylation 450K BeadChip (Illumina Inc., CA, USA) allows the simultaneous quantitative monitoring of more than 480,000 CpG positions, enabling large-scale epigenotyping studies. However, the assay combines two different assay chemistries, which may cause a bias in the analysis if all signals are merged as a unique source of methylation measurement.
MATERIALS & METHODS: We confirm in three 450K data sets that Infinium I signals are more stable and cover a wider dynamic range of methylation values than Infinium II signals. We evaluated the methylation profile of Infinium I and II probes obtained with different normalization protocols and compared these results with the methylation values of a subset of CpGs analyzed by pyrosequencing.
We developed a subset quantile normalization approach for the processing of 450K BeadChips. The Infinium I signals were used as 'anchors' to normalize Infinium II signals at the level of probe coverage categories. Our normalization approach outperformed alternative normalization or correction approaches in terms of bias correction and methylation signal estimation. We further implemented a complete preprocessing protocol that solves most of the issues currently raised by 450K array users.
We developed a complete preprocessing pipeline for 450K BeadChip data using an original subset quantile normalization approach that performs both sample normalization and efficient Infinium I/II shift correction. The scripts, being freely available from the authors, will allow researchers to concentrate on the biological analysis of data, such as the identification of DNA methylation signatures.
在基于阵列或测序的 DNA 甲基化分析技术的开发方面取得了巨大进展。Illumina Infinium(®)人类甲基化 450K BeadChip(Illumina Inc.,CA,USA)允许同时定量监测超过 480,000 个 CpG 位置,从而实现大规模的表观基因组学研究。然而,该检测方法结合了两种不同的检测化学方法,如果将所有信号合并为一个独特的甲基化测量来源,可能会导致分析中的偏差。
我们在三个 450K 数据集上证实,Infinium I 信号比 Infinium II 信号更稳定,并且覆盖了更广泛的甲基化值动态范围。我们评估了使用不同标准化协议获得的 Infinium I 和 II 探针的甲基化谱,并将这些结果与通过焦磷酸测序分析的一小部分 CpG 的甲基化值进行了比较。
我们开发了一种用于处理 450K BeadChips 的子集分位数标准化方法。Infinium I 信号被用作“锚点”,以在探针覆盖类别水平上对 Infinium II 信号进行标准化。我们的标准化方法在偏倚校正和甲基化信号估计方面优于替代的标准化或校正方法。我们进一步实施了一个完整的预处理协议,解决了目前 450K 阵列用户提出的大多数问题。
我们使用原始的子集分位数标准化方法开发了一种用于 450K BeadChip 数据的完整预处理管道,该方法既可以进行样本标准化,又可以有效地校正 Infinium I/II 移位。这些脚本可从作者处免费获得,将允许研究人员专注于数据的生物学分析,例如识别 DNA 甲基化特征。