Table 4.

Literatures for the application of GAN in bioinformatics.

References	Model	Public dataset
Ghahramani et al. (98)	Wasserstein-GAN (WGAN) with gradient penalty loss function	GSE90848, GSE67602, GSE99989
Marouf et al. (99)	Conditional single-cell GAN	68,579 PBMCs (healthy donor A)
Xu et al. (6)	Generative adversarial networks for scRNA-seq imputation	GSE65525
Li et al. (100)	GAN	Not applicable
Anand and Huang (101)	GAN	Protein Data Bank
Killoran et al. (102)	GAN	Not applicable
Gupta and Zou (103)	Feedback GAN	Uniprot database
Wang et al. (104)	GAN	GEO, GTEx, 1000 G RNA-Seq expression data