Mango
Mango analyzes ChIA-PET data to detect genome-wide chromatin looping interactions and quantify their statistical confidence for interpretation of three-dimensional genome organization.
Key Features:
- Complete Data Processing Pipeline: Executes the full set of computational steps required for ChIA-PET data processing and interaction calling.
- Statistical Confidence Estimates: Provides statistical confidence estimates for detected chromatin interactions.
- Bias Correction: Corrects for differential peak enrichment and genomic proximity to reduce bias in interaction detection.
- Validation Against Hi-C Data: Produces interaction calls that show improved agreement with high-resolution Hi-C data and has been compared to ChIA-PET Tool and ChiaSig.
- Discovery of Chromatin Loop Trends: Recovers enrichment of architectural proteins CTCF, RAD21, SMC3, and ZNF143 at interaction anchors and highlights a bias for convergent CTCF motifs.
Scientific Applications:
- Genome architecture mapping: Detection and characterization of chromatin loops to inform three-dimensional genome organization from ChIA-PET datasets.
- Gene regulation studies: Investigation of how chromatin looping influences transcriptional control and regulatory element interactions.
- Cellular processes and disease research: Exploration of loop-mediated regulatory mechanisms relevant to cellular function and disease-associated genomic regulation.
Methodology:
Implements a complete ChIA-PET data processing pipeline that integrates advanced statistical techniques, computes statistical confidence estimates, and applies bias correction algorithms for differential peak enrichment and genomic proximity.
Topics
Details
- Tool Type:
- command-line tool
- Operating Systems:
- Linux, Mac
- Programming Languages:
- R, C++
- Added:
- 8/3/2017
- Last Updated:
- 12/10/2018
Operations
Data Inputs & Outputs
Statistical calculation
Inputs
Outputs
Analysis
Inputs
Outputs
Publications
Phanstiel DH, et al. Mango: a bias-correcting ChIA-PET analysis pipeline. Bioinformatics. 2015; 31:3092-8. doi: 10.1093/bioinformatics/btv336
PMID: 26034063
Documentation
Links
Software catalogue
http://www.mybiosoftware.com/mango-chia-pet-analysis-software.html