cfDNAPro
cfDNAPro extracts and visualizes biological features from whole genome sequencing data of cell-free DNA to support cancer sample classification machine learning models.
Key Features:
- Feature Characterization: Extracts fragment size metrics and other biological features from cfDNA sequencing data.
- Feature Visualization: Generates visualizations of cfDNA biological features including fragment size and fragment end motifs.
- Standardized Analysis: Provides curated, standardized, and reproducible workflows for cfDNA feature analysis.
Scientific Applications:
- Cancer Classification: Supports building machine learning classification models for cancer samples using cfDNA fragment features.
- Fragment Size Analysis: Analyzes and visualizes cell-free DNA fragment size distributions from whole genome sequencing data.
- End Motif Profiling: Characterizes fragment end motifs as biological features for downstream modeling.
Methodology:
The package provides two sets of functions for cfDNA feature characterization and visualization.
Collections
Details
- License:
- GPL-3.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Mac, Windows
- Programming Languages:
- R
- Added:
- 9/1/2026
- Last Updated:
- 9/1/2026
Operations
Publications
Documentation
User manual
https://bioconductor.org/packages/cfDNAProDownloads
- Source codehttps://github.com/hw538/cfDNAPro