Positional Effects Revealed In Illumina Methylation Array And The Impact On Analysis

EPIGENOMICS(2018)

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摘要
Aim: We aimed to prove the existence of positional effects in the Illumina methylation beadchip data and to find an optimal correction method. Materials & methods: Three HumanMethylation450, three HumanMethylation27 datasets and two EPIC datasets were analyzed. ComBat, linear regression, functional normalization and single-sample Noob were used for minimizing positional effects. The corrected results were evaluated by four methods. Results: We detected 52,988 CpG loci significantly associated with sample positions, 112 remained after ComBat correction in the primary dataset. The pre- and postcorrection comparisons indicate the positional effects could alter the measured methylation values and downstream analysis results. Conclusion: Positional effects exist in the Illumina methylation array and may bias the analyses. Using ComBat to correct positional effects is recommended.
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关键词
ComBat,DNA methylation,epigenetics,epigenomics,Illumina Infinium MethylationEPIC BeadChip,Infinium Methylation 450K,Infinium Methylation 27K,positional effects
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