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Systematic evaluation of factors influencing ChIP-seq fidelity.
- Source :
-
Nature methods [Nat Methods] 2012 Jun; Vol. 9 (6), pp. 609-14. Date of Electronic Publication: 2012 Apr 22. - Publication Year :
- 2012
-
Abstract
- We evaluated how variations in sequencing depth and other parameters influence interpretation of chromatin immunoprecipitation-sequencing (ChIP-seq) experiments. Using Drosophila melanogaster S2 cells, we generated ChIP-seq data sets for a site-specific transcription factor (Suppressor of Hairy-wing) and a histone modification (H3K36me3). We detected a chromatin-state bias: open chromatin regions yielded higher coverage, which led to false positives if not corrected. This bias had a greater effect on detection specificity than any base-composition bias. Paired-end sequencing revealed that single-end data underestimated ChIP-library complexity at high coverage. Removal of reads originating at the same base reduced false-positives but had little effect on detection sensitivity. Even at mappable-genome coverage depth of ∼1 read per base pair, ∼1% of the narrow peaks detected on a tiling array were missed by ChIP-seq. Evaluation of widely used ChIP-seq analysis tools suggests that adjustments or algorithm improvements are required to handle data sets with deep coverage.
- Subjects :
- Algorithms
Animals
Chromatin Immunoprecipitation standards
Drosophila Proteins genetics
Drosophila melanogaster
False Positive Reactions
Gene Library
High-Throughput Nucleotide Sequencing
Histone-Lysine N-Methyltransferase genetics
Oligonucleotide Array Sequence Analysis
Repressor Proteins genetics
Sensitivity and Specificity
Chromatin chemistry
Chromatin Immunoprecipitation methods
Subjects
Details
- Language :
- English
- ISSN :
- 1548-7105
- Volume :
- 9
- Issue :
- 6
- Database :
- MEDLINE
- Journal :
- Nature methods
- Publication Type :
- Academic Journal
- Accession number :
- 22522655
- Full Text :
- https://doi.org/10.1038/nmeth.1985