LightCpG

LightCpG detects CpG sites in single-cell whole genome sequencing data to analyze DNA methylation patterns at single-cell resolution using a multi-view detection approach.

Key Features:

• Multi-View Detection: Detects CpG sites from multiple views within single-cell whole genome sequencing data to improve coverage of methylation-sensitive regions.
• Single-Cell Resolution: Operates on single-cell whole genome sequencing to capture cell-to-cell heterogeneity in CpG site presence and methylation.
• Enhanced Accuracy and Reliability: Applies computational strategies to reduce errors arising from variability in single-cell sequencing data.

Scientific Applications:

• Epigenetic Research: Enables analysis of DNA methylation patterns at CpG sites across individual cells to study regulatory and epigenetic mechanisms.
• Developmental Biology: Supports investigation of CpG site dynamics and methylation changes during cellular differentiation and development.
• Cancer Research: Facilitates examination of methylation heterogeneity in individual tumor cells and the identification of cell-level methylation variations relevant to biomarkers.

Methodology:

Integrates data from multiple sequencing reads and applies sophisticated algorithms for noise reduction and error correction to ensure comprehensive coverage and reliable detection of CpG sites in single-cell whole genome sequencing data.