| Literature DB >> 34108038 |
Tianyi Sun1, Dongyuan Song2, Wei Vivian Li3, Jingyi Jessica Li4,5,6,7.
Abstract
Year: 2021 PMID: 34108038 PMCID: PMC8191178 DOI: 10.1186/s13059-021-02394-z
Source DB: PubMed Journal: Genome Biol ISSN: 1474-7596 Impact factor: 13.583
Summary of 16 simulators (including our proposed scDesign2) in six properties
| Property | 1 protocol adaptive | 2 gene preserved | 3 gene cor. captured | 4 cell num. seq. dep. flexible | 5 transparent | 6 comp. and sample efficient |
|---|---|---|---|---|---|---|
| dyngen [77] | ✗ | ✗ | ✓ | ✓ | ||
| Lun2 [78] | ✓ | ✗ | ✓ | ✓ | ✓ | |
| powsimR [75] | ✓ | ✓ | ✗ | ✓ | ✓ | ✓ |
| PROSST [68] | ✓ | ✗ | ✓ | ✓ | ||
| scDD [74] | ✓ | ✗ | ✗ | ✓ | ✓ | |
| scDesign[35] | ✓ | ✗ | ✓ | ✓ | ✓ | |
| scGAN [72] | ✓ | ✓ | ✗ | ✗ | ||
| splat simple[69] | ✓ | ✗ | ✗ | ✗ | ✓ | ✓ |
| splat [69] | ✓ | ✗ | ✗ | ✗ | ✓ | ✓ |
| kersplat [69] | ✓ | ✗ | ✗ | ✓ | ✓ | |
| SPARSim [71] | ✓ | ✓ | ✗ | ✓ | ✓ | |
| SPsimSeq [79] | ✓ | ✓ | ✓ | ✓ | ✓ | |
| SymSim[70] | ✓ | ✗ | ✗ | ✗ | ✓ | ✓ |
| ZINB-WaVe[39] | ✓ | ✗ | ✓ | ✓ | ||
| SERGIO [76] | ✓ | ✗* | ✓ | ✓ | ✓ | |
| ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | |
Property 1: protocol adaptiveness
Property 2: gene preservation
Property 3: gene correlation capture
Property 4: flexible cell number and sequencing depth choices
Property 5: transparency
Property 6: computational and sample efficiency
For each simulator and each property, a checkmark, checkcross, or cross means that the simulator satisfies, partially satisfies, or does not satisfy the property, respectively
*SERGIO requires a user-specified gene regulatory network, and it does not capture/estimate gene correlations from a real dataset
**SPsimSeq can vary cell number but not sequencing depth