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Table 4 Influence of factors specifying the pairwise peak-list comparison on partial areas under the ROC curve for intensity PMF and MS/MS data. For each of the 2688 pairwise peak-list comparison approaches, sensitivity-PAUC (sensitivity given FP-rate ∈ [0, 0.1]) and specificity-PAUC (specificity given sensitivity ∈ [0.9, 1]) (Figure 2) were determined. A partitioning of sums of squares was performed analogously to analysis of variance. Column names: Factors – identification of factors; df – degrees of freedom (DF, number of factor levels - 1); %SSQ – relative sum of squares (%SSQ = SSQ/∑SSQ); %MSQ – relative mean sum of squares (%MSQ = MSQ/∑MSQ), where %MSQ = MSQ/∑MSQ. %MSQ measures the importance of a specific factor for the size of sensitivity-PAUC and specificity-PAUC. × denotes interactions between factors. measure – distance measure, noncross – non crossing matching, length – alignment length, θ – weight of non-matching peaks, trans – peak intensity transformation, residual – unexplained %SSQ or %MSQ, total – column sum of %SSQ, df, %MSQ.

From: Transformation and other factors of the peptide mass spectrometry pairwise peak-list comparison process

  

PMF

MS/MS

  

specificity – PAUC

sensitivity – PAUC

specificity – PAUC

sensitivity – PAUC

 

Model with main effects

Factors

df

%SSQ

%MSQ

%SSQ

%MSQ

%SSQ

%MSQ

%SSQ

%MSQ

measure

6

25.2

36.1

20

29

14.9

20.9

15

21.2

scale

3

15.7

45.1

22.3

64.6

23.9

66.8

25.1

71.1

θ

2

3.1

13.2

0.7

2.8

1.4

5.7

0.9

3.9

length

1

0.5

4.1

0.4

3.2

0.3

2.4

0.1

1.1

weight

1

0

0.1

0

0

0.2

2.0

0.2

1.7

noncross

1

0

0

0

0

0

0.3

0.0

0.1

trans

3

0.4

1.3

0.1

0.2

0.6

1.7

0.3

0.8

residual

2670

55.1

0.2

56.6

0.2

58.6

0.2

58.4

0.2

total

2687

100

100

100

100

100

100

100

100

 

Final model

Factors

df

%SSQ

%MSQ

%SSQ

%MSQ

%SSQ

%MSQ

%SSQ

%MSQ

measure

6

25.2

29.7

20

23

14.9

17.4

15

17.4

scale

3

15.7

37.1

22.3

51.2

23.9

55.8

25.1

58.1

θ

2

3.1

10.8

0.7

2.2

1.4

4.7

0.9

3.2

length

1

0.5

3.3

0.4

2.5

0.3

2.0

0.1

0.9

measure × scale

18

33.4

13.2

41.2

15.8

43.4

16.9

44

17

measure × θ

12

6.3

3.7

1.9

1.1

3.7

2.2

2.3

1.3

measure × length

6

1.8

2.1

3.6

4.1

0.9

1.1

1.9

2.2

residual

2639

14

0

10

0

11.4

0

10.7

0

total

2687

100

100

100

100

100

100

100

100