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Table 6 Comparison with existing methods on the independent test sets

From: m5CPred-SVM: a novel method for predicting m5C sites of RNA

Species

Model

Sn (%)

Sp (%)

Pre (%)

Acc (%)

Mcc

F1-score

AUROCa

H. sapiens

RNAm5Cfinder

37.7

88.4

76.5

63.1

0.303

0.505

0.635

iRNA-m5C

42.1

46.4

43.9

44.2

-0.116

0.429

–

iRNAm5C-PseDNC

4.35

97.1

60.1

50.7

0.039

0.081

–

RNAm5CPred

71.0

66.7

68.1

68.9

0.377

0.695

0.772

our method

75.4

79.7

78.8

77.5

0.551

0.77

0.858

M. musculus

RNAm5Cfinder

38.6

78.9

64.5

58.8

0.191

0.483

0.593

iRNA-m5C

0.61

99.8

75.1

50.2

0.032

0.012

–

our method

67.9

74.9

73.0

71.4

0.429

0.704

0.775

A. thaliana

iRNA-m5C

72.4

75.6

73.5

74.1

0.481

0.729

–

PEA-m5C

43.2

45.4

43.8

44.3

-0.114

0.454

–

our method

75.5

76.1

76.0

75.8

0.516

0.757

0.836

  1. Bold numbers indicate the highest values in each column for different species
  2. aThere are no predicted scores of iRNA-m5C, iRNAm5C-PseDNC and PEA-m5C, so the AUROCs for these methods were not available