Splatter: Simulation Of Single-Cell RNA Sequencing Data
Abstract
As single-cell RNA sequencing technologies have rapidly developed, so have analysis methods. Many methods have been tested, developed and validated using simulated datasets. Unfortunately, current simulations are often poorly documented, their similarity to real data is not demonstrated, or reproducible code is not available.\n\nHere we present the Splatter Bioconductor package for simple, reproducible and well-documented simulation of single-cell RNA-seq data. Splatter provides an interface to multiple simulation methods including Splat, our own simulation, based on a gamma-Poisson distribution. Splat can simulate single populations of cells, populations with multiple cell types or differentiation paths.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 902
- FWCI
- 21.44
- Field percentile
- top 1%
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- splatPop: simulating population scale single-cell RNA sequencing data
Christina Brady Del Azodi, Luke Zappia, … Davis James McCarthy·Genome biologyPeer-reviewed·Dec 1, 2021
- SPsimSeq: semi-parametric simulation of bulk and single cell RNA sequencing data
Alemu Takele Assefa, Jo Vandesompele, Olivier Thas·BioinformaticsPeer-reviewed·Feb 11, 2020
- SymSim: simulating multi-faceted variability in single cell RNA sequencing
Xiuwei Zhang, Chenling A. Xu, Nir Yosef·Nature CommunicationsPeer-reviewed·Jun 13, 2019
- A benchmark study of simulation methods for single-cell RNA sequencing data
Yue Cao, Pengyi Yang, Jean Yee Hwa Yang·Nature CommunicationsPeer-reviewed·Nov 25, 2021
- Built on sand: the shaky foundations of simulating single-cell RNA sequencing data
Helena Lucia Crowell, Sarah X. Morillo Leonardo, … Mark D. Robinson·bioRxiv·Nov 15, 2021
- GLMsim: a GLM-based single cell RNA-seq simulator incorporating batch and biological effects
Jianan Wang, Lizhong Chen, … Terence Paul Speed·bioRxiv·Mar 20, 2024