scReadSim: a single-cell RNA-seq and ATAC-seq read simulator
scReadSim is a single-cell RNA-seq and ATAC-seq read simulator. It starts from the BAM file of the input sequencing data and generates the synthetic dataset using BAM or FASTQ formats. The synthetic data generated by scReadSim resembles the real data in both the count and read level.
Workflow of scReadSim for generating scATAC-seq reads
Workflow of scReadSim for generating scRNA-seq reads
Installation
Install the latest version from GitHub,
run:
git clone https://github.com/JSB-UCLA/scReadSim.git
pip install scReadSim --user
or:
pip install git+https://github.com/JSB-UCLA/scReadSim.git
Or quick install from PyPI:
pip install scReadSim
Overview
Tutorials
- Install required softwares of scReadSim
- scReadSim for 10x scATAC-seq
- scReadSim for 10x scRNA-seq
- scReadSim for single-cell multiomics
- scReadSim for scATAC-seq from multiple samples/conditions
- scReadSim for scRNA-seq from multiple samples/conditions
- scReadSim for scRNA-seq with condition effect
- scReadSim for 10x scRNA-seq (exon only)
- scReadSim for 10x scATAC-seq with user-designed open chromatin regions