4.5 Article

A novel cell-type deconvolution algorithm reveals substantial contamination by immune cells in saliva, buccal and cervix

期刊

EPIGENOMICS
卷 10, 期 7, 页码 925-940

出版社

FUTURE MEDICINE LTD
DOI: 10.2217/epi-2018-0037

关键词

buccal; cell-type heterogeneity; cervix; DNA methylation; EWAS; immune cell; saliva; surrogate tissue

资金

  1. NSFC (National Science Foundation of China) [31571359, 31401120]
  2. Royal Society Newton Advanced Fellowship (NAF) [522438, 164914]
  3. Core - The Digestive Disorders Foundation [175481]
  4. Eve Appeal
  5. European Union's Horizon 2020 Programme (H2020/2014-2020) [634570]
  6. NIHR University College London Hospitals (UCLH) Biomedical Research Centre

向作者/读者索取更多资源

Aim: An outstanding challenge in epigenome studies is the estimation of cell-type proportions in complex epithelial tissues. Materials & methods: Here, we construct and validate a DNA methylation reference and algorithm for complex tissues that contain epithelial, immune and nonimmune stromal cells. Results: Using this reference, we show that easily accessible tissues such as saliva, buccal and cervix exhibit substantial variation in immune cell (IC) contamination. We further validate our reference in the context of oral cancer, where it correctly predicts an increased IC infiltration in cancer but suppressed in patients with highest smoking exposure. Finally, our method can improve the specificity of differentially methylated CpG calls in epithelial cancer. Conclusion: The degree and variation of IC contamination in complex epithelial tissues is substantial. We provide a valuable resource and tool for assessing the epithelial purity and IC contamination of samples and for identifying differential methylation in such complex tissues.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据