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. 2022 May 7;50(9):4877–4899. doi: 10.1093/nar/gkac317

Table 3.

Performance evaluation of gene differential expression in 10 imputation methods

Methods Down expression NotSig expression Up expression Differential expression
Bulk 5776 5355 5252 11028
Raw 5956 7358 3069 9025
scImpute 8231 3948 4204 12435
SAVER 3038 9323 4022 7060
MAGIC 5389 6161 4833 10222
ALRA 5965 4346 6072 12037
DrImpute 8868 3846 3890 12758
DeepImpute 7830 5322 3231 11061
scTSSR 7763 4050 1898 9661
scNPF 2265 10211 3907 6172
scIGANs 912 12528 2943 3855
scGNN 503 928 569 1072