Spearheading future omics analyses using dyngen, a multi-modal simulator of single cells.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 34168133.
- Also identified by DOI 10.1038/s41467-021-24152-2 and PMC identifier 8225657.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
We present dyngen, a multi-modal simulation engine for studying dynamic cellular processes at single-cell resolution. dyngen is more flexible than current single-cell simulation engines, and allows better method development and benchmarking, thereby stimulating development and testing of computational methods. We demonstrate its potential for spearheading computational methods on three applications: aligning cell developmental trajectories, cell-specific regulatory network inference and estimation of RNA velocity.
Medical subject headings
- Computer Simulation
- Gene Regulatory Networks
- Single-Cell Analysis