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Table 4 Top 10 performing quantification tool combinations at the lowest computational cost in the simulated dataset, ranked by F1 score

From: nf-core/circrna: a portable workflow for the quantification, miRNA target prediction and differential expression analysis of circular RNAs

Combination

Precision (%)

Sensitivity (%)

F1 (%)

CIRCexplorer2,CIRIquant,Segemehl

98.47

97.21

97.83

CIRIquant,MapSplice,Segemehl

98.55

96.99

97.76

CIRCexplorer2,CIRIquant,find_circ

99.59

95.89

97.70

CIRCexplorer2,CIRIquant,MapSplice

99.74

95.54

97.60

CIRIquant,find_circ,MapSplice

99.70

95.57

97.59

CIRCexplorer2,find_circ,Segemehl

98.33

96.57

97.45

CIRCexplorer2,MapSplice,Segemehl

98.50

96.41

97.44

CIRIquant,find_circ,Segemehl

98.37

96.46

97.41

CIRCexplorer2,find_circ,MapSplice

99.61

95.28

97.40

CIRCexplorer2,CIRIquant,circRNA_finder

97.51

97.18

97.35