SYSTEM AND METHOD FOR DETERMINING DEAMIDATION AND IMMUNOGENICITY OF POLYPEPTIDES
Characteristics of proteins, peptides, and/or peptoids can be determined via two-dimensional correlation spectroscopy and/or two-dimensional co-distribution spectroscopies. Spectral data of the proteins, peptides, and/or peptoids can be obtained with respect to an applied stress, such as thermal stress. Two-dimensional correlation spectroscopy can be used to generate two-dimensional synchronous and asynchronous plots. The asynchronous plot provides enhanced resolution and the sequential order of molecular events that occur as a function of the applied stress. Peaks may be identified in the asynchronous plot, and correlation of peaks that exhibit out-of-phase intensity changes can be used to determine the existence and extent of deamidation events.
1 . A method for processing data representing a characteristic of proteins, peptides, and/or peptoids, the method comprising:
obtaining spectral data, taken using a quantum cascade laser microscope, of the proteins, peptides, and/or peptoids without the use of probes or additives with respect to an applied perturbation;
applying two-dimensional correlation analysis to generate an asynchronous correlation plot for the proteins, peptides, and/or peptoids; and
identifying in the asynchronous correlation plot at least one peak associated with deamidation of the proteins, peptides, and/or peptoids.
2 . The method of claim 1 , further comprising using the at least one peak to determine an order of a distributed presence of spectral intensity changes with respect to the applied perturbation.
3 . The method of claim 2 , wherein using the at least one peak comprises:
determining, for two wavenumbers v 1 and v 2 , whether the at least one peak corresponding to the two wavenumbers has a positive value.
4 . The method of claim 2 , wherein using the at least one peak comprises:
determining, for two wavenumbers v 1 and v 2 , whether the at least one peak corresponding to the two wavenumbers has a negative value.
5 . The method of claim 1 , further comprising identifying a plurality of peaks in the asynchronous correlation plot, and determining a deamidation event has occurred when there is a correlation of peaks that exhibit out-of-phase intensity changes.
6 . The method of claim 1 , wherein obtaining the spectral data includes analyzing side chain modes of the proteins, peptides, and/or peptoids as internal probes.
7 . The method of claim 1 , further comprising performing a two-dimensional co-distribution analysis on the spectral data.
8 . The method of claim 1 , further comprising:
applying two-dimensional correlation analysis to generate a synchronous correlation plot for the proteins, peptides, and/or peptoids.
9 . The method of claim 8 , further comprising determining a sequential order of molecular events from the asynchronous correlation plot and synchronous correlation plot.
10 . The method of claim 9 , further comprising determining the extent of deamidation based on the sequential order of molecular events.
11 . The method of claim 8 , further comprising determining the stability of domains in the proteins, peptides, and/or peptoids.
12 . A system for processing data representing a characteristic of proteins, peptides, and/or peptoids, the system comprising:
a data acquisition module configured to obtain spectral data, taken using a quantum cascade laser microscope, of the proteins, peptides, and/or peptoids without the use of probes or additives with respect to an applied perturbation; and
a correlation analysis module configured to:
apply two-dimensional correlation analysis to generate an asynchronous correlation plot for the proteins, peptides, and/or peptoids; and
identify in the asynchronous correlation plot at least one peak associated with deamidation of the proteins, peptides, and/or peptoids.
13 . The system of claim 12 , wherein the correlation analysis module is configured to:
use the at least one peak to determine an order of a distributed presence of spectral intensity changes with respect to the applied perturbation.
14 . The system of claim 13 , wherein using the at least one peak comprises:
determining, for two wavenumbers v 1 and v 2 , whether the at least one peak corresponding to the two wavenumbers has a positive value.
15 . The system of claim 13 , wherein using the at least one peak comprises:
determining, for two wavenumbers v 1 and v 2 , whether the at least one peak corresponding to the two wavenumbers has a negative value.
16 . The system of claim 12 , wherein obtaining the spectral data includes analyzing side chain modes of the proteins, peptides, and/or peptoids as internal probes.
17 . The system of claim 12 , wherein the correlation analysis module is configured to:
apply two-dimensional correlation analysis to generate a synchronous correlation plot for the proteins, peptides, and/or peptoids.
18 . The system of claim 17 , wherein the correlation analysis module is further configured to:
determine a sequential order of molecular events from the asynchronous correlation plot and synchronous correlation plot; and
determine the extent of deamidation based on the sequential order of molecular events.
19 . Non-transitory computer-readable medium comprising instructions which, when executed by one or more computers, cause the one or more computers to:
obtain spectral data, taken using a quantum cascade laser microscope, of the proteins, peptides, and/or peptoids without the use of probes or additives with respect to an applied perturbation;
apply two-dimensional correlation analysis to generate an asynchronous correlation plot for the proteins, peptides, and/or peptoids; and
identify in the asynchronous correlation plot at least one peak associated with deamidation of the proteins, peptides, and/or peptoids.