Pseudo-electropherogram construction from peptide level mass spectrometry data
Methods and apparatuses for the identification and/or characterization of properties of a macromolecule based on mass spectrometry data. Specifically, described herein are methods and apparatuses for converting peptide-level data into a pseudo-intact mass spectra. Also described herein are methods and apparatuses for converting peptide-level data into a pseudo-electropherogram. The methods may be well suited for analyzing proteins and protein complexes, including estimating properties of post-translational modifications of the proteins and protein complexes. Methods may include generating a theoretical graph or spectrum based on peptide-level mass spectrometry data. In some embodiments, the theoretical graph may be a theoretical intact mass spectrum or a theoretical charge distribution spectrum.
1. A method for generating a pseudo-electropherogram of a large molecule, the method comprising:
receiving mass spectrometry data including mass-to-charge ratio data associated with molecular species that are components of the large molecule, wherein the mass-to-charge ratio data includes mass-to-charge ratio data associated with modified forms of the molecular species;
generating the pseudo-electropherogram based on all or a subset of the modified forms of the molecular species, wherein generating the pseudo-electropherogram comprises:
determining masses of the modified forms of the molecular species based on the mass-to-charge ratio data associated with the modified forms of the molecular species;
matching reference molecular sequences of the large molecule against the determined masses of the of the modified forms of the molecular species to map the modified forms of the molecular species to locations in the large molecule; and
combining calculated charge distributions of the modified forms of the molecular species to generate a distribution of charge variant forms of the large molecule, wherein the calculated charge distributions are calculated based on isoelectric point; and
displaying the pseudo-electropherogram representing different charge variant forms of the large molecule.
2. The method of claim 1 , wherein the reference molecular sequences are in a reference list of molecular species sequences.
3. The method of claim 1 , wherein generating the pseudo-electropherogram includes estimating a relative abundance of each of the modified forms of the molecular species based on mass spectrometric measurements of each corresponding modified form of the molecular species.
4. The method of claim 1 , wherein generating the pseudo-electropherogram includes charge normalizing one or more modification groups of the modified forms of the molecular species.
5. The method of claim 1 , wherein displaying the pseudo-electropherogram includes displaying an overlay of an experimentally derived electropherogram with the pseudo-electropherogram.
6. The method of claim 5 , wherein a peak associated with a modified form of a molecular species in the experimentally derived electropherogram is aligned with a peak associated with a corresponding modified form of a molecular species in the pseudo-electropherogram.
7. The method of claim 5 , wherein the experimentally derived electropherogram includes capillary isoelectric focusing (ciEF) electropherogram data.
8. The method of claim 1 , wherein the modified forms of the molecular species include one or more modification groups, the one or more modification groups including one or more of a glycan group, a phosphate group, an amino group and a carboxyl group.
9. The method of claim 1 , further comprising generating a pseudo-intact mass spectrum based on all or a subset of the modified forms of the molecular species, and displaying the pseudo-intact mass spectrum to a user.
10. The method of claim 9 , further comprising displaying the pseudo-electropherogram in a first window of a user interface and displaying the pseudo-intact mass spectrum in a second window of the user interface.
11. The method of claim 5 , further comprising displaying one or more labels on or near a peak of the pseudo-electropherogram or the experimentally derived electropherogram.
12. The method of claim 1 , wherein the mass spectrometry data is based on a digested sample of the large molecule.
13. A system, the system comprising:
one or more processors; and
a memory coupled to the one or more processors, the memory configured to store computer-program instructions, that, when executed by the one or more processors, perform a computer-implemented method comprising:
receiving mass spectrometry data including mass-to-charge ratio data associated with molecular species that are components of a large molecule, wherein the mass-to-charge ratio data includes mass-to-charge ratio data associated with modified forms of the molecular species;
generating a pseudo-electropherogram based on all or a subset of the modified forms of the molecular species, wherein generating the pseudo-electropherogram comprises:
determining masses of the modified forms of the molecular species based on the mass-to-charge ratio data associated with the modified forms of the molecular species;
matching reference molecular sequences of the large molecule against the determined masses of the of the modified forms of the molecular species to map the modified forms of the molecular species to locations in the large molecule; and
combining calculated charge distributions of the modified forms of the molecular species to generate a distribution of charge variant forms of the large molecule, wherein the calculated charge distributions are calculated based on isoelectric point; and
displaying the pseudo-electropherogram representing different charge variant forms of the large molecule.
14. The system of claim 13 , wherein generating the pseudo-electropherogram includes charge normalizing one or more modification groups of the modified forms of the molecular species, wherein generating the pseudo-electropherogram is based on different charge states of the modified forms of the molecular species.
15. The system of claim 13 , wherein the reference molecular sequences are in a reference list of molecular species sequences.
16. The system of claim 13 , wherein generating the pseudo-electropherogram includes predicting a relative abundance of each of the modified forms of the molecular species based on a mass spectrometric measurement associated with each corresponding modified form of the molecular species.
17. The system of claim 13 , wherein displaying the pseudo-electropherogram includes displaying an overlay of an experimentally derived electropherogram with the pseudo-electropherogram.
18. The system of claim 17 , wherein a peak associated with a modified form of a molecular species in the experimentally derived electropherogram is aligned with a peak associated with a corresponding modified form of a molecular species in the pseudo-electropherogram.
19. The system of claim 13 , wherein the modified forms of the molecular species include one or more modification groups, the one or more modification groups including one or more of a glycan group, a phosphate group, an amino group and a carboxyl group.
20. The system of claim 13 , wherein the computer-implemented method further comprises generating a pseudo-intact mass spectrum based on all or a subset of the modified forms of the molecular species, and displaying the pseudo-intact mass spectrum to a user.