simPIC

simPIC simulates paired-insertion counts for single-cell ATAC-sequencing data, enabling parameter estimation, realistic scATAC-seq data generation, and comparison of real and simulated datasets.

Key Features:

• Parameter Estimation: Functions estimate parameters from real scATAC-seq data to inform simulation.
• Realistic Data Simulation: Generates realistic single-cell ATAC-seq count data with paired-insertion counts.
• Dataset Comparison: Functions compare real and simulated scATAC-seq datasets.

Scientific Applications:

• scATAC-seq Method Development: Provides simulated paired-insertion count data for benchmarking and developing single-cell ATAC-sequencing analysis methods.
• Study Design Evaluation: Enables assessment of analytical approaches through realistic simulation of single-cell chromatin accessibility data.

Methodology:

The sources do not specify detailed computational methods beyond parameter estimation from real data followed by simulation of paired-insertion counts.