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Table 1 Features that potentially influence peptide fragmentation.

From: A machine learning approach to explore the spectra intensity pattern of peptides using tandem mass spectrometry data

ID

Features

Abbreviation

1

Identity of residue C-terminal to fragmentation site

RB_C

2

Identity of residue N-terminal to fragmentation site

RB_N

3

Distance from fragmentation site to peptide N-terminus

DB_N

4

Distance from fragmentation site to peptide C-terminus

DB_C

5

Distance from fragmentation site to peptide center

DB_M

6

Whether fragmentation site is at either end of peptide

B_E

7

Basicity of residue N-terminal to fragmentation site

BaRB_N

8

Basicity of residue C-terminal to fragmentation site

BaRB_C

9

Average basicity of residues N/C terminal to fragmentation site

BaRB_A

10

Difference in basicity of residues N/C terminal to fragmentation site

BaRB_D

11

Basicity of fragmented y-ion

BaYI

12

Basicity of whole peptide

BaP

13

Helicity of residue N-terminal to fragmentation site

HeRB_N

14

Helicity of residue C-terminal to fragmentation site

HeRB_C

15

Average helicity of residues N/C terminal to fragmentation site

HeRB_A

16

Difference in helicity of residues N/C terminal to fragmentation site

HeRB_D

17

Hydrophobicity of residue N-terminal to fragmentation site

HyRB_N

18

Hydrophobicity of residue C-terminal to fragmentation site

HyRB_C

19

Average Hydrophobicity of residues N/C terminal to fragmentation site

HyRB_A

20

Difference in Hydrophobicity of residues N/C terminal to fragmentation site

HyRB_D

21

Hydrophobicity of fragmented y-ion

HyYI

22

Hydrophobicity of whole peptide

HyP

23

pI value of residue N-terminal to fragmentation site

PIRB_N

24

pI value of residue C-terminal to fragmentation site

PIRB_C

25

Average pI of residues N/C terminal to fragmentation site

PIRB_A

26

Difference in pI of residues N/C terminal to fragmentation site

PIRB_D

27

Length of whole peptide

LP

28

Length of fragmented y-ion

LYI

29

Ratio of length of fragmented y-ion and peptide

RLIP

30

Number of basic residues in whole peptide

NBaR_P

31

Number of basic residues in fragmented y-ion

NBaR_YI

32

Mass of whole peptide

MP

33

Mass of fragmented y-ion

MYI

34

Ratio of mass of fragmentated y-ion and peptide

RMIP

35

Distance from fragmentation site to basic residues

DBBa

  1. All features listed above are supposed to exert influences on the gas-phase fragmentation of peptides. They are subject to further examination by the Bayesian neural network model.