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Pattern-based Search of Epigenomic Data Using GeNemo
Published on: October 8, 2017
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Personalized and graph genomes reveal missing signal in epigenomic data
Cristian Groza1, Tony Kwan1,2, Nicole Soranzo3,4,5,6
1Human Genetics, McGill University, Montreal, QC, Canada.
Genome Biology
|May 27, 2020
Summary
Using personalized genomes in epigenomic studies, like ChIP-seq, improves accuracy by accounting for genetic diversity. This approach identifies new histone modification peaks, particularly those influenced by genetic variations such as indels and SNVs.
Area of Science:
- Genomics
- Epigenetics
- Bioinformatics
Background:
- Next-generation sequencing epigenomic studies commonly align reads to a reference genome.
- Genetic diversity and the diploid human genome can cause misalignments and bias results when using generic references.
Purpose of the Study:
- To investigate the impact of genetic variation on epigenomic data analysis.
- To evaluate the effectiveness of personalized and graph genomes compared to generic references.
Main Methods:
- Comparison of histone H3K4me1 and H3K27ac ChIP-seq peak calls using generic, modified, and de novo assembled reference genomes.
- Analysis of read distribution and variant impact (indels, SNVs) on peak alterations.
- Evaluation of graph personalized genomes as a compromise approach.
Main Results:
- Modified and de novo genomes alter ChIP-seq peak calls, creating new peaks or losing reference peaks.
- De novo genomes altered up to 5% of peaks, while modified genomes altered ~1%.
- Short insertions/deletions (indels) and single nucleotide variants (SNVs) most frequently modified peak calls.
Conclusions:
- Personalized and graph genomes enable the discovery of new epigenomic peaks influenced by indels and SNVs.
- These altered peaks exhibit inter-individual variability and may be relevant for studying human phenotypes.
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