• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

RELIC:一种用于Illumina甲基化芯片的新型染料偏差校正方法。

RELIC: a novel dye-bias correction method for Illumina Methylation BeadChip.

作者信息

Xu Zongli, Langie Sabine A S, De Boever Patrick, Taylor Jack A, Niu Liang

机构信息

Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA.

Environmental Risk and Health unit, Flemish Institute for Technological Research (VITO), Mol, Belgium.

出版信息

BMC Genomics. 2017 Jan 3;18(1):4. doi: 10.1186/s12864-016-3426-3.

DOI:10.1186/s12864-016-3426-3
PMID:28049437
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5209853/
Abstract

BACKGROUND

The Illumina Infinium HumanMethylation450 BeadChip and its successor, Infinium MethylationEPIC BeadChip, have been extensively utilized in epigenome-wide association studies. Both arrays use two fluorescent dyes (Cy3-green/Cy5-red) to measure methylation level at CpG sites. However, performance difference between dyes can result in biased estimates of methylation levels.

RESULTS

Here we describe a novel method, called REgression on Logarithm of Internal Control probes (RELIC) to correct for dye bias on whole array by utilizing the intensity values of paired internal control probes that monitor the two color channels. We evaluate the method in several datasets against other widely used dye-bias correction methods. Results on data quality improvement showed that RELIC correction statistically significantly outperforms alternative dye-bias correction methods. We incorporated the method into the R package ENmix, which is freely available from the Bioconductor website ( https://www.bioconductor.org/packages/release/bioc/html/ENmix.html ).

CONCLUSIONS

RELIC is an efficient and robust method to correct for dye-bias in Illumina Methylation BeadChip data. It outperforms other alternative methods and conveniently implemented in R package ENmix to facilitate DNA methylation studies.

摘要

背景

Illumina Infinium HumanMethylation450 芯片及其后续产品 Infinium MethylationEPIC 芯片已广泛应用于全表观基因组关联研究。这两种芯片均使用两种荧光染料(Cy3 - 绿色/Cy5 - 红色)来测量 CpG 位点的甲基化水平。然而,染料之间的性能差异可能导致甲基化水平的估计出现偏差。

结果

在此,我们描述了一种名为内部控制探针对数回归(RELIC)的新方法,该方法通过利用监测两个颜色通道的配对内部控制探针的强度值来校正全芯片上的染料偏差。我们在几个数据集中将该方法与其他广泛使用的染料偏差校正方法进行了评估。数据质量改进结果表明,RELIC 校正在统计学上显著优于其他替代的染料偏差校正方法。我们将该方法纳入了 R 包 ENmix 中,该包可从 Bioconductor 网站(https://www.bioconductor.org/packages/release/bioc/html/ENmix.html)免费获取。

结论

RELIC 是一种校正 Illumina 甲基化芯片数据中染料偏差的高效且稳健的方法。它优于其他替代方法,并方便地在 R 包 ENmix 中实现,以促进 DNA 甲基化研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/e6f1cd57da83/12864_2016_3426_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/4bc10fb88105/12864_2016_3426_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/2193be97d98f/12864_2016_3426_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/d1af08dc6d47/12864_2016_3426_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/e6f1cd57da83/12864_2016_3426_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/4bc10fb88105/12864_2016_3426_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/2193be97d98f/12864_2016_3426_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/d1af08dc6d47/12864_2016_3426_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5ce0/5209853/e6f1cd57da83/12864_2016_3426_Fig4_HTML.jpg

相似文献

1
RELIC: a novel dye-bias correction method for Illumina Methylation BeadChip.RELIC:一种用于Illumina甲基化芯片的新型染料偏差校正方法。
BMC Genomics. 2017 Jan 3;18(1):4. doi: 10.1186/s12864-016-3426-3.
2
RCP: a novel probe design bias correction method for Illumina Methylation BeadChip.RCP:一种用于Illumina甲基化芯片的新型探针设计偏差校正方法。
Bioinformatics. 2016 Sep 1;32(17):2659-63. doi: 10.1093/bioinformatics/btw285. Epub 2016 May 5.
3
ENmix: a novel background correction method for Illumina HumanMethylation450 BeadChip.ENmix:一种用于Illumina HumanMethylation450 BeadChip的新型背景校正方法。
Nucleic Acids Res. 2016 Feb 18;44(3):e20. doi: 10.1093/nar/gkv907. Epub 2015 Sep 17.
4
Batch-effect detection, correction and characterisation in Illumina HumanMethylation450 and MethylationEPIC BeadChip array data.Illumina HumanMethylation450 和 MethylationEPIC BeadChip 阵列数据中的批次效应检测、校正和特征描述。
Clin Epigenetics. 2022 Apr 29;14(1):58. doi: 10.1186/s13148-022-01277-9.
5
The ENmix DNA methylation analysis pipeline for Illumina BeadChip and comparisons with seven other preprocessing pipelines.ENmix DNA 甲基化分析管道用于 Illumina BeadChip,并与其他七个预处理管道进行比较。
Clin Epigenetics. 2021 Dec 9;13(1):216. doi: 10.1186/s13148-021-01207-1.
6
Positional effects revealed in Illumina methylation array and the impact on analysis.Illumina 甲基化阵列揭示的位置效应及其对分析的影响。
Epigenomics. 2018 May;10(5):643-659. doi: 10.2217/epi-2017-0105. Epub 2018 Feb 22.
7
ChAMP: updated methylation analysis pipeline for Illumina BeadChips.ChAMP:Illumina BeadChips 甲基化分析更新流程。
Bioinformatics. 2017 Dec 15;33(24):3982-3984. doi: 10.1093/bioinformatics/btx513.
8
A data-driven approach to preprocessing Illumina 450K methylation array data.一种基于数据驱动的 Illumina 450K 甲基化阵列数据预处理方法。
BMC Genomics. 2013 May 1;14:293. doi: 10.1186/1471-2164-14-293.
9
Complete pipeline for Infinium(®) Human Methylation 450K BeadChip data processing using subset quantile normalization for accurate DNA methylation estimation.采用子集分位数归一化进行 Infinium(®) Human Methylation 450K BeadChip 数据处理的完整流水线,以实现准确的 DNA 甲基化估计。
Epigenomics. 2012 Jun;4(3):325-41. doi: 10.2217/epi.12.21.
10
mLiftOver: harmonizing data across Infinium DNA methylation platforms.mLiftOver:跨 Infinium DNA 甲基化平台的数据协调。
Bioinformatics. 2024 Jul 1;40(7). doi: 10.1093/bioinformatics/btae423.

引用本文的文献

1
Efficient gene set analysis for DNA methylation addressing probe dependency and bias.针对DNA甲基化的高效基因集分析,解决探针依赖性和偏差问题。
Bioinformatics. 2025 Aug 2;41(8). doi: 10.1093/bioinformatics/btaf422.
2
Adolescent dietary patterns and methyl-donor nutrient intakes in relation to blood leukocyte DNA methylation of circadian genes.青少年饮食模式和甲基供体营养素摄入量与昼夜节律基因的血液白细胞DNA甲基化的关系。
Chronobiol Int. 2025 Jul 23:1-16. doi: 10.1080/07420528.2025.2532796.
3
DNA Methylation Signatures of Cardiovascular Health Provide Insights Into Diseases.

本文引用的文献

1
RCP: a novel probe design bias correction method for Illumina Methylation BeadChip.RCP:一种用于Illumina甲基化芯片的新型探针设计偏差校正方法。
Bioinformatics. 2016 Sep 1;32(17):2659-63. doi: 10.1093/bioinformatics/btw285. Epub 2016 May 5.
2
Whole-Genome Saliva and Blood DNA Methylation Profiling in Individuals with a Respiratory Allergy.患有呼吸道过敏症个体的全基因组唾液和血液DNA甲基化分析
PLoS One. 2016 Mar 21;11(3):e0151109. doi: 10.1371/journal.pone.0151109. eCollection 2016.
3
ENmix: a novel background correction method for Illumina HumanMethylation450 BeadChip.
心血管健康的DNA甲基化特征为疾病研究提供了线索。
Circulation. 2025 Jul 14. doi: 10.1161/CIRCULATIONAHA.124.073181.
4
Newborn mitochondrial DNA copy number is associated with changes to DNA methylation that persist into childhood and are associated with cognitive development.新生儿线粒体DNA拷贝数与DNA甲基化变化相关,这些变化会持续到儿童期,并与认知发展有关。
Clin Epigenetics. 2025 Jul 2;17(1):112. doi: 10.1186/s13148-025-01896-y.
5
Interaction of mercury exposure and DNA methylation with sustained attention in children in a novel analysis of epigenetic susceptibility.在一项关于表观遗传易感性的新分析中,汞暴露与DNA甲基化对儿童持续注意力的相互作用。
Environ Epigenet. 2025 Apr 24;11(1):dvaf011. doi: 10.1093/eep/dvaf011. eCollection 2025.
6
Weighted 2D-kernel density estimations provide a new probabilistic measure for epigenetic age.加权二维核密度估计为表观遗传年龄提供了一种新的概率度量。
Genome Biol. 2025 Apr 22;26(1):103. doi: 10.1186/s13059-025-03562-1.
7
Calcium signals shape metabolic control of H3K27ac and H3K18la to regulate EGA.钙信号塑造H3K27ac和H3K18la的代谢调控以调节合子基因组激活。
bioRxiv. 2025 Mar 16:2025.03.14.643362. doi: 10.1101/2025.03.14.643362.
8
DNA methylation-predicted plasma protein levels and breast cancer risk.DNA甲基化预测的血浆蛋白水平与乳腺癌风险
Breast Cancer Res. 2025 Mar 26;27(1):46. doi: 10.1186/s13058-025-02004-x.
9
Maternal epigenetic index links early neglect to later neglectful care and other psychopathological, cognitive, and bonding effects.母体表观遗传指数将早期忽视与后期忽视性照料以及其他心理病理学、认知和情感联系方面的影响联系起来。
Clin Epigenetics. 2025 Mar 8;17(1):46. doi: 10.1186/s13148-025-01839-7.
10
Evaluating Intermittent Dosing of Aspirin for Colorectal Cancer Chemoprevention.评估阿司匹林间歇给药用于结直肠癌化学预防的效果
Cancer Prev Res (Phila). 2025 Jun 2;18(6):321-334. doi: 10.1158/1940-6207.CAPR-24-0168.
ENmix:一种用于Illumina HumanMethylation450 BeadChip的新型背景校正方法。
Nucleic Acids Res. 2016 Feb 18;44(3):e20. doi: 10.1093/nar/gkv907. Epub 2015 Sep 17.
4
Identification of DNA methylation changes in newborns related to maternal smoking during pregnancy.孕期母亲吸烟与新生儿DNA甲基化变化的关联研究
Environ Health Perspect. 2014 Oct;122(10):1147-53. doi: 10.1289/ehp.1307892. Epub 2014 Jun 6.
5
Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays.Minfi:一个用于分析 Infinium DNA 甲基化微阵列的灵活且全面的 Bioconductor 软件包。
Bioinformatics. 2014 May 15;30(10):1363-9. doi: 10.1093/bioinformatics/btu049. Epub 2014 Jan 28.
6
A comprehensive overview of Infinium HumanMethylation450 data processing.Infinium HumanMethylation450 数据处理的全面概述。
Brief Bioinform. 2014 Nov;15(6):929-41. doi: 10.1093/bib/bbt054. Epub 2013 Aug 29.
7
Considerations for normalization of DNA methylation data by Illumina 450K BeadChip assay in population studies.考虑使用 Illumina 450K BeadChip assay 在人群研究中对 DNA 甲基化数据进行标准化。
Epigenetics. 2013 Nov;8(11):1141-52. doi: 10.4161/epi.26037. Epub 2013 Aug 19.
8
A data-driven approach to preprocessing Illumina 450K methylation array data.一种基于数据驱动的 Illumina 450K 甲基化阵列数据预处理方法。
BMC Genomics. 2013 May 1;14:293. doi: 10.1186/1471-2164-14-293.
9
Low-level processing of Illumina Infinium DNA Methylation BeadArrays.Illumina Infinium DNA 甲基化 BeadArray 的低水平处理。
Nucleic Acids Res. 2013 Apr;41(7):e90. doi: 10.1093/nar/gkt090. Epub 2013 Mar 9.
10
A beta-mixture quantile normalization method for correcting probe design bias in Illumina Infinium 450 k DNA methylation data.一种用于校正 Illumina Infinium 450k DNA 甲基化数据中探针设计偏差的β混合分位数归一化方法。
Bioinformatics. 2013 Jan 15;29(2):189-96. doi: 10.1093/bioinformatics/bts680. Epub 2012 Nov 21.