Property | 1 protocol adaptive | 2 gene preserved | 3 gene cor. captured | 4 cell num. seq. dep. flexible | 5 transparent | 6 comp. and sample efficient |
---|---|---|---|---|---|---|
Simulator | ||||||
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] | ✓ | ✗* | ✓ | ✓ | ✓ | |
scDesign2 | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |