Wild-card-modification search technique for peptide identification
View Patent ↗Embodiments of a computer system, a method, and a computer-program product (e.g., software) for analyzing tandem-mass-spectrometry data are described. Using this analysis technique, unanticipated chemical modifications to peptides associated with proteins can be identified. In particular, a modification called a wild-card modification is used to identify the most likely chemical modifications in the peptides. A wild-card modification allows the addition of any mass, typically any integer atomic mass within a range, to any one amino acid residue within a candidate peptide.
1. A method for identifying potential modifications to peptides associated with a precursor peptide, comprising:
receiving a set of tandem-mass-spectrometry data associated with the precursor peptide, wherein the received spectral data indicates a measured mass for the precursor peptide and a number of peak locations;
accessing, by one or more computers, a peptide or protein database to obtain spectral information for candidate peptides;
generating, by one ore more computers, multiple theoretical spectra for the candidate peptides using the spectral information, wherein generating multiple theoretical spectra for a respective candidate peptide involves:
identifying one or more known mass modifications for the candidate peptide;
determining at least one variable mass modification to at least one amino acid within the candidate peptide;
varying the variable mass modification within a predetermined range to produce a set of varied mass modifications; and
for each varied mass modification, generating a modified theoretical spectrum for the candidate peptide by combining the known mass modifications and the variable mass modification; and
identifying the potential modifications by comparing the peak locations of the received spectral data with peak locations of each modified theoretical spectrum in the generated theoretical spectra.
2. The method of claim 1 , wherein the variable mass modification corresponds to mass values which are unknown prior to identification.
3. The method of claim 2 , wherein the variable mass modification comprises a range of mass-value shifts from a minimum shift to a maximum shift.
4. The method of claim 2 , wherein the range of values includes positive or negative integers.
5. The method of claim 2 , wherein the range of values includes positive or negative non-integer numbers.
6. The method of claim 2 , wherein the variable mass modification is associated with particular amino-acid residues in the candidate peptide.
7. The method of claim 2 , wherein the variable mass modification is associated with particular amino-acid residue positions in the candidate peptide.
8. The method of claim 2 , wherein shifts associated with the variable mass modification includes an uncertainty in the measured mass of the precursor peptide.
9. The method of claim 1 , wherein the known mass modifications are associated with a known mass shift prior to identification.
10. The method of claim 1 , wherein generating the modified theoretical spectrum further comprising shifting peak locations of fragments containing the at least one amino acid based on the variable mass modification.
11. The method of claim 1 , wherein the known mass modifications include: methylation, dimethylation, oxidation, deamidation, carbamylation, phosphorylation or acetylation.
12. The method of claim 1 , wherein identifying the potential modifications involves an iterative process, in which variable mass modifications identified in a given iteration are treated as known modifications in a subsequent iteration.
13. The method of claim 1 , wherein the predetermined range of the variable mass modification corresponds to a maximum mass difference between the measured mass of the precursor mass and a theoretical mass of the candidate peptide.
14. The method of claim 13 , further comprising determining characteristics of one or more candidate peptides corresponding to the precursor peptide prior to determining the maximum mass difference.
15. A computer-program product for use in conjunction with a computer system, the computer-program product comprising a non-transitory computer-readable storage medium and a computer-program mechanism embedded therein for identifying potential modifications to peptides associated with a precursor peptide, the computer-program mechanism including:
instructions for receiving a set of tandem-mass-spectrometry data associated with a precursor peptide, wherein the received spectral data indicates a measured mass for the precursor peptide and a number of peak locations;
instructions for accessing a peptide or protein database to obtain spectral information for candidate peptides;
instructions for generating theoretical spectra for the candidate peptides using the spectral information, wherein generating multiple theoretical spectra for a respective candidate peptide involves:
identifying one or more known mass modifications for the candidate peptide;
determining at least one variable mass modification to at least one amino acid within the candidate peptide;
varying the variable mass modification within a predetermined range to produce a set of varied mass modifications; and
for each varied mass modification, generating a modified theoretical spectrum for the candidate peptide by combining the known mass modifications and the variable mass modification; and
instructions for identifying the potential modifications to a candidate peptide by comparing the peak locations of the received spectral data with peak locations of each modified theoretical spectrum in the generated theoretical spectra.
16. The computer-program product of claim 15 , wherein the variable mass modification corresponds to mass values which are unknown prior to identification.
17. The computer-program product of claim 16 , wherein the variable mass modification comprises a range of mass-value shifts from a minimum shift to a maximum shift.
18. The computer-program product of claim 15 , wherein the known mass modifications are associated with a known mass shift prior to identification.
19. The computer-program product of claim 16 , wherein identifying the potential modifications involves an iterative process, in which variable mass modifications identified in a given iteration are treated as known modifications in a subsequent iteration.
20. A computer system, comprising:
a processor;
memory; and
a program module, wherein the program module is stored in the memory and configured to be executed by the processor, wherein the program module is for identifying potential modifications to peptides associated with a precursor peptide, the program module including:
instructions for receiving a set of tandem-mass-spectrometry data associated with a precursor peptide, wherein the received spectral data indicates a measured mass for the precursor peptide and a number of peak locations;
instructions for accessing a peptide or protein database to obtain spectral information for candidate peptides;
instructions for generating theoretical spectra for the candidate peptides using the spectral information, wherein generating multiple theoretical spectra for a respective candidate peptide involves:
identifying one or more known mass modifications for the candidate peptide;
determining at least one variable mass modification to at least one amino acid within the candidate peptide;
varying the variable mass modification within a predetermined range to produce a set of varied mass modifications; and
for each varied mass modification, generating a modified theoretical spectrum for the candidate peptide by combining the known mass modifications and the variable mass modification; and
instructions for identifying the potential modifications to a candidate peptide by comparing the peak locations of the received spectral data with peak locations of each modified theoretical spectrum in the generated theoretical spectra.