Read Simulator for Single Cell RNA Sequencing
- Author(s): Li, Wenshan
- Advisor(s): Wang, Wei
- et al.
Techniques for single-cell RNA sequencing (scRNA-seq) has enabled unprecedented insights into gene expressions in cell level. Drop-seq is one of the prominent scRNA-seq protocols, and there has been a rapid growth in related analysis tools for Drop-seq data. These methods are tested either using spike-in experiments or on simulation datasets as the real word gene differential expressions are usually unknown. Since spike-in experiments are expensive and time consuming, simulated datasets have become a reasonable alternative method. However, current RNA-seq simulators mostly target at bulk RNA sequencing, which provokes the need of a scRNA-seq simulator for the Drop-seq technology.
In this paper, we present Dropify, an end-to-end framework to simulate the sequencing reads of a Drop-seq experiment. Dropify is able to simulate large amout of Drop-seq reads according to the user's experimental setting. Data generated by Dropify is a reasonable approximation to real Drop-seq data.