Analyzing whole genome bisulfite sequencing data from highly divergent genotypes. Issue 19 (8th August 2019)
- Record Type:
- Journal Article
- Title:
- Analyzing whole genome bisulfite sequencing data from highly divergent genotypes. Issue 19 (8th August 2019)
- Main Title:
- Analyzing whole genome bisulfite sequencing data from highly divergent genotypes
- Authors:
- Wulfridge, Phillip
Langmead, Ben
Feinberg, Andrew P
Hansen, Kasper D - Abstract:
- Abstract: In the study of DNA methylation, genetic variation between species, strains or individuals can result in CpG sites that are exclusive to a subset of samples, and insertions and deletions can rearrange the spatial distribution of CpGs. How to account for this variation in an analysis of the interplay between sequence variation and DNA methylation is not well understood, especially when the number of CpG differences between samples is large. Here, we use whole-genome bisulfite sequencing data on two highly divergent mouse strains to study this problem. We show that alignment to personal genomes is necessary for valid methylation quantification. We introduce a method for including strain-specific CpGs in differential analysis, and show that this increases power. We apply our method to a human normal-cancer dataset, and show this improves accuracy and power, illustrating the broad applicability of our approach. Our method uses smoothing to impute methylation levels at strain-specific sites, thereby allowing strain-specific CpGs to contribute to the analysis, while accounting for differences in the spatial occurrences of CpGs. Our results have implications for joint analysis of genetic variation and DNA methylation using bisulfite-converted DNA, and unlocks the use of personal genomes for addressing this question.
- Is Part Of:
- Nucleic acids research. Volume 47:Issue 19(2019)
- Journal:
- Nucleic acids research
- Issue:
- Volume 47:Issue 19(2019)
- Issue Display:
- Volume 47, Issue 19 (2019)
- Year:
- 2019
- Volume:
- 47
- Issue:
- 19
- Issue Sort Value:
- 2019-0047-0019-0000
- Page Start:
- e117
- Page End:
- e117
- Publication Date:
- 2019-08-08
- Subjects:
- Nucleic acids -- Periodicals
Molecular biology -- Periodicals
572.805 - Journal URLs:
- http://nar.oxfordjournals.org/ ↗
http://www.ncbi.nlm.nih.gov/pmc/journals/4 ↗
http://ukcatalogue.oup.com/ ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1093/nar/gkz674 ↗
- Languages:
- English
- ISSNs:
- 0305-1048
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6183.850000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12070.xml