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Table 1 Number of features (genes plus gene complexes), the number of genes covered by any of the features (# incl. genes), the number of counting bins, and the sum of all bin counts for various counting methods and for the complete and reduced annotation catalog. Randomly excluding 20 % of the transcripts from the annotation catalog generally led to a slight increase in the average bin count, with the most pronounced effects seen for the methods defining the counting bins as (combinations of) transcripts (kallisto and MISO). MISO and SplicingGraph consider only genes with at least two isoforms, which explains the lower number of features for these methods

From: Isoform prefiltering improves performance of count-based methods for analysis of differential transcript usage

  

Fruit fly

Human

  

Complete

Incomplete

Complete

Incomplete

casper

# features

11,505

10,282

12,544

12,636

 

# incl. genes

13,284

11,615

15,577

15,157

 

# bins

555,346

491,188

3,523,252

3,076,596

 

Tot count

18,583,949

16,621,279

38,024,617

35,159,482

 

Tot count/# bins

33.46

33.84

10.79

11.43

featureCounts-flat

# features

13,690

11,955

20,092

19,318

 

# incl. genes

13,690

11,955

20,092

19,318

 

# bins

73,745

64,787

463,496

404,205

 

Tot count

24,169,605

21,986,549

82,341,874

74,183,344

 

Tot count/# bins

327.75

339.37

177.65

183.53

featureCounts-exon

# features

13,937

12,138

20,410

19,552

 

# incl. genes

13,937

12,138

20,410

19,552

 

# bins

159,182

127,516

1,069,500

855,182

 

Tot count

74,482,826

59,612,563

356,461,786

280,317,425

 

Tot count/# bins

467.91

467.49

333.30

327.79

DEXSeq-default

# features

13,569

11,848

19,099

18,482

 

# incl. genes

13,937

12,138

20,410

19,552

 

# bins

75,162

65,842

478,504

415,121

 

Tot count

24,608,190

22,367,584

83,047,366

74,720,668

 

Tot count/# bins

327.40

339.72

173.56

180.00

DEXSeq-noaggreg

# features

13,709

11,969

20,147

19,353

 

# incl. genes

13,709

11,969

20,147

19,353

 

# bins

73,981

64,927

468,722

407,779

 

Tot count

24,015,599

21,873,688

81,568,776

73,488,445

 

Tot count/# bins

324.62

336.90

174.02

180.22

SplicingGraph

# features

5,437

4,265

16,854

15,956

 

# incl. genes

5,437

4,265

16,854

15,956

 

# bins

87,400

70,987

737,058

647,915

 

Tot count

22,311,721

18,777,082

100,549,202

86,827,817

 

Tot count/# bins

255.28

264.51

136.42

134.01

TopHat-junctions

# features

11,663

10,306

18,918

18,355

 

# incl. genes

11,663

10,306

18,918

18,355

 

# bins

56,670

50,413

290,956

266,070

 

Tot count

6,542,180

6,048,594

31,447,564

29,616,532

 

Tot count/# bins

115.44

119.98

108.08

111.31

MISO

# features

5,259

4,153

12,767

12,225

 

# incl. genes

5,259

4,153

12,767

12,225

 

# bins

29,371

22,040

280,521

214,608

 

Tot count

11,163,878

9,535,328

35,387,627

32,451,761

 

Tot count/# bins

380.10

432.64

126.15

151.21