A novel cell-type deconvolution algorithm reveals substantial contamination by immune cells in saliva, buccal and cervix. (25th April 2018)
- Record Type:
- Journal Article
- Title:
- A novel cell-type deconvolution algorithm reveals substantial contamination by immune cells in saliva, buccal and cervix. (25th April 2018)
- Main Title:
- A novel cell-type deconvolution algorithm reveals substantial contamination by immune cells in saliva, buccal and cervix
- Authors:
- Zheng, Shijie C
Webster, Amy P
Dong, Danyue
Feber, Andy
Graham, David G
Sullivan, Roisin
Jevons, Sarah
Lovat, Laurence B
Beck, Stephan
Widschwendter, Martin
Teschendorff, Andrew E - Abstract:
- 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.
- Is Part Of:
- Epigenomics. Volume 10:Number 7(2018)
- Journal:
- Epigenomics
- Issue:
- Volume 10:Number 7(2018)
- Issue Display:
- Volume 10, Issue 7 (2018)
- Year:
- 2018
- Volume:
- 10
- Issue:
- 7
- Issue Sort Value:
- 2018-0010-0007-0000
- Page Start:
- 925
- Page End:
- 940
- Publication Date:
- 2018-04-25
- Subjects:
- buccal -- cell-type heterogeneity -- cervix -- DNA methylation -- EWAS -- immune cell -- saliva -- surrogate tissue
Epigenesis -- Periodicals
Genomics -- Periodicals
Chromatin -- Periodicals
DNA -- Periodicals
572.87 - Journal URLs:
- http://www.futuremedicine.com/loi/epi ↗
http://www.futuremedicine.com/ ↗ - DOI:
- 10.2217/epi-2018-0037 ↗
- Languages:
- English
- ISSNs:
- 1750-1911
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22400.xml