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Table 2 Non-coding RNA detection using SVMs in comparing the stem kernels with the local alignment kernels.

From: Directed acyclic graph kernels for structural RNA analysis

   

Stem kernels

Local alignment kernels

ncRNA type

Rfam Accession

N

ROC

SP

SN

nSV

ROC

SP

SN

nSV

5S ribosomal RNA

RF00001

449

1.000

1.000

0.996

164.9 (1.3)

1.000

1.000

0.996

4013.0 (31.1)

U2 spliceosomal RNA

RF00004

566

0.999

1.000

0.993

631.2 (4.9)

0.999

1.000

0.986

4117.5 (31.9)

tRNA

RF00005

495

0.998

1.000

0.998

234.8 (1.8)

1.000

1.000

0.998

4287.2 (33.2)

Hammerhead ribozyme III

RF00008

588

1.000

1.000

0.997

221.2 (1.7)

1.000

1.000

0.997

2452.1 (19.0)

U3 snoRNA

RF00012

471

1.000

1.000

0.996

266.2 (2.1)

0.998

1.000

0.870

4665.3 (36.2)

U5 spliceosomal RNA

RF00020

510

1.000

1.000

0.996

525.5 (4.1)

1.000

1.000

0.994

4060.0 (31.5)

tmRNA

RF00023

730

1.000

1.000

0.997

685.8 (5.3)

0.975

1.000

0.037

4677.7 (36.2)

Group II intron

RF00029

604

1.000

1.000

0.993

482.7 (3.7)

1.000

1.000

0.990

4217.3 (32.7)

mir-10

RF00104

620

1.000

1.000

0.998

59.5 (0.5)

1.000

1.000

0.998

159.6 (1.2)

U70 snoRNA

RF00156

608

0.999

1.000

0.990

195.0 (1.5)

0.999

1.000

0.992

3811.8 (29.5)

RNAse P

-

656

1.000

1.000

0.991

490.6 (3.8)

0.905

1.000

0.018

4729.2 (36.6)

SRP RNA

-

872

1.000

1.000

0.995

441.5 (3.4)

0.908

1.000

0.900

4373.9 (33.9)

Total

 

7169

1.000

1.000

0.995

4398.9 (2.9)

0.977

1.000

0.788

45564.6 (29.5)

  1. ncRNA type: name of the target ncRNA family. Rfam Accession: accession number of the target ncRNA family in Rfam. N: number of alignments. ROC: ROC score, equal to the area under the ROC curve. SP: specificity of the discrimination of the target ncRNA family. SN: sensitivity of the discrimination of the target ncRNA family. nSV: number of support vectors collected in the training processes and their rates against the numbers of the training alignments within parentheses.