Raman spectroscopy for non-invasive glucose measurements
The present invention relates to the use of Raman spectroscopy for quantitative, non-invasive transcutaneous measurement of blood analytes, such as glucose. Raman spectroscopy is used to measure glucose transcutaneously, in patients whose blood glucose levels were monitored. Raman spectra were collected transcutaneously along with glucose reference values provided by standard capillary blood analysis. A partial least squares calibration was created from the data from each subject and validated using leave-one-out cross validation.
1. A method of processing Raman spectral data comprising:
obtaining an array of Raman spectral data collected through a first skin layer of a patient;
binning the Raman spectral data;
comparing the binned Raman spectral data from the first skin layer with measured Raman spectral data from a second skin layer underlying the first layer, the Raman spectral data including a plurality of analytes within at least one of the first skin layer and the second skin layer; and
based on said comparing step, determining a concentration of glucose within a region of tissue underlying the first skin layer with the measured Raman spectral data.
2. The method of claim 1 further comprising using a light delivery and collection system including a light source and a detector to collect the Raman spectral data.
3. The method of claim 1 further comprising providing Raman data having a signal to noise ratio of at least 2000.
4. The method of claim 1 further comprising collecting light with a side-looking parabolic mirror.
5. The method of claim 1 further comprising measuring a Raman spectrum of a dermal layer and comparing the dermal layer Raman spectrum to a reference spectrum.
6. The method of claim 1 further comprising measuring a reference spectrum for the subject and determining a signal to noise ratio for the subject.
7. The method of claim 1 further comprising detecting the Raman shifted light with a binning detector.
8. The method of claim 1 further comprising measuring a concentration of glucose in the patient's blood.
9. The method of claim 1 further comprising performing curvature correction of Raman spectral data as a function of wavelength with a software program.
10. The method of claim 1 further comprising coupling light from a mirror to a spectrometer with a fiber optic device.
11. The method of claim 1 further comprising forming a regression vector and comparing the regression vector to a glucose spectrum.
12. The method of claim 1 further comprising providing Raman spectral data having a signal to noise ratio of at least 6000.
13. The method of claim 1 further comprising detecting Raman scattered light for a period of less than 10 seconds to obtain the Raman spectral data.
14. The method of claim 1 further comprising providing a fiber optic coupler having a two dimensional array at a first end and a single row of fibers at a second end.
15. The method of claim 1 further comprising collecting the Raman spectral data from a blood sample within the second skin layer.
16. The method of claim 1 further comprising controlling a temperature of a dispersing element that spatially disperses light onto a detector having at least 1 million pixel elements.
17. The method of claim 16 wherein the dispersing element comprises a grating.
18. The method of claim 1 further comprising delivering light having a wavelength in a range of 750 nm to 1050 nm from a laser through a mirror onto a sample to be measured, the mirror collecting light from the sample.
19. The method of claim 18 further comprising sampling light from the laser with a detector to monitor light incident on the sample.
20. The method of claim 1 further comprising cooling a detector with a thermoelectric cooler.
21. The method of claim 1 further comprising comparing a measured Raman spectrum of a dermal layer with spectral features of a plurality of dermal layers and determining a dermal layer from which the spectrum is acquired.
22. The method of claim 1 further comprising determining an error value for the glucose concentration.
23. A method of processing Raman spectral data comprising:
obtaining an array of Raman spectral data collected through a first skin layer of a patient;
processing the Raman spectral data;
comparing the processed Raman spectral data from the first skin layer with measured Raman spectral data from a second skin layer underlying the first layer; and
based on said comparing step, determining a concentration of glucose within a region of tissue underlying the first skin layer with the measured Raman spectral data.
24. The method of claim 23 further comprising using a partial least squares regression to analyze the Raman spectral data.
25. The method of claim 23 further comprising determining an error value for the measure glucose concentration.
26. The method of claim 23 further comprising illuminating the region of tissue with infrared light emitted by a laser.