Method for data reduction and calibration of an OCT-based physiological monitor
The present invention relates to a method and system for estimating blood analyte levels using a noninvasive optical coherence tomography (OCT) based physiological monitor. An algorithm correlates OCT-based estimated blood analyte data with actual blood analyte data determined by other methods, such as invasively. OCT-based data is fit to the obtained blood analyte measurements to achieve the best correlation. Once the algorithm has generated sets of estimated blood analyte levels, it may refine the number of sets by applying one or more mathematical filters. The OCT-based physiological monitor can be calibrated using an Intensity Difference plot or the Pearson Product Moment Correlation method.
1. A non-transitory computer-readable storage having stored thereon instructions that, when executed, direct a computing system to perform operations comprising:
receiving, from an OCT device, at least two OCT scans of an area of biological tissue along a depth dimension, the at least two OCT scans obtained at different times;
identifying at least one discontinuity in data associated with the at least two OCT scans;
selecting one or more portions of the at least two OCT scans corresponding to the at least one discontinuity; and
estimating a blood analyte level based on a comparison of the one or more portions of the at least two OCT scans with OCT calibration data.
2. The non-transitory computer-readable storage of claim 1 , wherein the instructions, when executed, direct the computing system to further perform operations comprising:
generating a first or second derivative plot from the at least two OCT scans; and
identifying the at least one discontinuity based on the first or second derivative plot.
3. The non-transitory computer-readable storage of claim 1 , wherein the at least one discontinuity correlates with a location of a tissue interface transition.
4. The non-transitory computer-readable storage of claim 1 , wherein the at least one discontinuity corresponds to changes in blood analyte levels.
5. The non-transitory computer-readable storage of claim 1 , wherein the OCT calibration data is generated based on correlations among previous OCT scans and blood analyte measurements obtained independently from the previous OCT scans.
6. The non-transitory computer-readable storage of claim 1 , wherein the blood analyte level comprises a glucose level.
7. A non-transitory computer-readable storage having stored thereon instructions that, when executed, direct a computing system to perform operations comprising:
receiving, from an OCT device, at least two OCT scans of an area of biological tissue along a depth dimension, the at least two OCT scans obtained at different times;
generating a Pearson plot to indicate correlations between a plurality of OCT measurements at a plurality of portions and depths of the at least two OCT scans; and
determining a first depth based on the Pearson plot;
selecting one or more portions of the at least two OCT scans corresponding to the first depth; and
estimating a blood analyte level based on a comparison of the one or more portions of the at least two OCT scans with OCT calibration data.
8. The non-transitory computer-readable storage of claim 7 , wherein the OCT calibration data is generated based on correlations among previous OCT scans and blood analyte measurements obtained independently from the previous OCT scans.
9. The non-transitory computer-readable storage of claim 7 , wherein the blood analyte level comprise a glucose level.