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Table 3 Simulation evaluation with different FC levels for edgeR and RankCompV2

From: Identification and characterization of genes with absolute mRNA abundances changes in tumor cells with varied transcriptome sizes

FC level

Factor

edgeR

RankCompV2

Sen

Spe

F-score

FDR

Sen

Spe

F-score

FDR

1.5

0.9360

85.83%

100.00%

92.37%

0.00%

56.10%

100.00%

71.88%

0.00%

2

0.8647

98.76%

99.76%

99.26%

0.51%

82.50%

100.00%

90.41%

0.00%

2.5

0.7996

99.52%

97.82%

98.63%

4.23%

93.50%

100.00%

96.64%

0.00%

3

0.7448

99.78%

94.85%

97.21%

9.83%

97.79%

100.00%

98.88%

0.01%

3.5

0.6965

99.88%

92.61%

96.08%

13.87%

98.84%

99.98%

99.40%

0.05%

  1. Note: FC is the abbreviation of Fold change; Factor is defined as the fold change of the transcriptome sizes between the simulated tumor cell and the normal cell; Sen represents sensitivity defined as the ratio of correctly identified DEGs to all true DEGs; Spe represents specificity defined as the ratio of correctly identified non-DEGs to all true non-DEGs); F-score is a harmonic mean of the sensitivity and the specificity; FDR is the abbreviation of false discovery rate defined as the ratio of true non-DEGs to all identified DEGs