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NucTools: analysis of chromatin feature occupancy profiles from high-throughput sequencing data
Yevhen Vainshtein1, Karsten Rippe2, Vladimir B Teif3
1Functional Genomics Group, Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Nobelstraße 12, 70569, Stuttgart, Germany. yevhen.vainshtein@igb.fraunhofer.de.
BMC Genomics
|February 16, 2017
Summary
NucTools is a new suite of programs that analyzes deep sequencing data, accounting for continuous nucleosome occupancy. It integrates chromatin features to reveal insights into genome organization and regulation.
Area of Science:
- Genomics
- Epigenetics
- Computational Biology
Background:
- High-throughput sequencing generates vast genomic data, often analyzed as binary presence/absence of chromatin features.
- Continuous chromatin landscapes like nucleosome occupancy are challenging to analyze and integrate with discrete features.
Purpose of the Study:
- To introduce NucTools, a suite for downstream analysis of deep sequencing data centered on nucleosome occupancy.
- To enable integration of continuous nucleosome data with discrete chromatin features for comprehensive analysis.
Main Methods:
- NucTools suite of Perl scripts with MATLAB and R visualization programs.
- Accounts for continuous nucleosome occupancy distributions.
- Facilitates annotation with transcription factor binding, histone modifications, and DNA methylation.
Main Results:
- Calculates averaged nucleosome occupancy profiles across replicates.
- Enables comparison of nucleosome landscapes between experimental conditions.
- Estimates changes in chromatin properties like nucleosome repeat length.
Conclusions:
- NucTools reveals interplay between nucleosome positioning and features like CTCF binding and epigenetic marks (e.g., K9me2).
- Demonstrates applications in comparing mouse embryonic stem cell and fibroblast datasets.
- Addresses inter-replicate variability in MNase-seq experiments.
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