Systems and methods for detection of pressure ulcers
Embodiments described herein generally relate to devices, methods and systems for determining differential blood oxygenation for early detection of pressure ulcers. By applying near infrared radiation of an appropriate wavelength to the tissue and determining the absorbance at a plurality of points where the distance between the source of the near infrared radiation and the detector are known, the oxygenation state of the hemoglobin can be determined based on position in a three-dimensional space.
1 . A device comprising:
a flexible support comprising a first surface, wherein the first surface is configured to be placed in proximity to an epidermis;
a near infrared spectroscopy (NIRS) device comprising:
a plurality of radiation sources coupled to the first surface of the support, wherein the radiation sources are configured to emit a first emitted radiation signal at a first time period and a second emitted radiation signal at a second time period, wherein:
the first emitted radiation signal and the second emitted radiation signal are emitted toward the epidermis when the first surface is placed in proximity to the epidermis; and
the second time period is subsequent to the first time period;
a plurality of radiation detectors coupled to the first surface of the support, wherein the radiation detectors are configured to detect a first detected radiation signal at the first time period and a second detected radiation signal at the second time period;
a processor in electronic communication with the radiation detector; and
a non-transitory memory adapted to store a plurality of machine-readable instructions which, when executed by the processor, cause the device to:
compare the first detected radiation signal to the second detected radiation signal to calculate a change in an optical property of the epidermis; and
determine if the change in the optical property of the epidermis is indicative of a pressure ulcer;
wherein upon placement of each of the plurality of radiation detectors in proximity with the epidermis, each of the plurality of radiation detectors are configured to receive some radiation from each of the radiation sources;
wherein the change in the optical property of the epidermis comprises determining a change in the optical density of the epidermis; and,
wherein the device may adjust the first or second emitted radiation signal or the first or second detected radiation signal to account for a pigmentation of the epidermis.
2 . The device of claim 1 wherein the plurality of radiation sources are configured to emit a continuous radiation signal that includes the first emitted radiation signal and the second emitted radiation signal.
3 . The device of claim 1 wherein the second time period is between 1 second and 100 seconds after the first time period.
4 . The device of claim 1 wherein the second time period is between 1 minute and 100 minutes after the first time period.
5 . The device of claim 1 wherein the second time period is between 1 hour and 100 hours after the first time period.
6 . The device of claim 1 wherein the second time period is between 1 day and 100 days after the first time period.
7 . The device of claim 1 wherein:
the plurality of radiation detectors are configured to detect a third detected radiation signal at a third time period; and
the plurality of machine-readable instructions, when executed by the processor, cause the device to:
compare the third detected radiation signal to the first detected radiation signal or the second detected radiation signal to calculate a change in an optical property of the epidermis; and
determine if the change in the optical property of the epidermis is indicative of a pressure ulcer.
8 . The device of claim 7 wherein:
the plurality of radiation detectors are configured to detect a fourth detected radiation signal at a fourth time period; and
the plurality of machine-readable instructions, when executed by the processor, cause the device to:
compare the fourth detected radiation signal to the first detected radiation signal, the second detected radiation signal, or the third detected radiation signal to calculate a change in an optical property of the epidermis; and
determine if the change in the optical property of the epidermis is indicative of a pressure ulcer.
9 . The device of claim 1 wherein the plurality of radiation detectors are a component of a near infrared spectroscopy (NIRS) device.
10 . The device of claim 1 wherein the change in the optical property of the epidermis further comprises determining a change in the rate at which the optical density of the epidermis has changed.
11 . The device of claim 1 further comprising a temperature sensor, wherein:
the temperature sensor is configured to obtain a first temperature reading at the first time period;
the temperature sensor is configured to obtain a second temperature reading at the second time period; and
the plurality of machine-readable instructions includes instructions which, when executed by the processor, cause the device to:
compare the first temperature reading to the second temperature reading to calculate a change in a temperature of the epidermis; and
determine if the change in the temperature of the epidermis is indicative of a pressure ulcer.
12 . The device of claim 11 wherein the change in the temperature of the epidermis is a change in the rate at which the temperature of the epidermis has changed.
13 . The device of claim 1 further comprising a humidity sensor, wherein:
the humidity sensor is configured to obtain a first humidity reading at the first time period;
the humidity sensor is configured to obtain a second humidity reading at the second time period; and
the plurality of machine-readable instructions includes instructions which, when executed by the processor, cause the device to:
compare the first humidity reading to the second humidity reading to calculate a change in a humidity of the epidermis; and
determine if the change in the humidity of the epidermis is indicative of a pressure ulcer.
14 . The device of claim 13 wherein the change in the humidity of the epidermis is a change in the rate at which the humidity of the epidermis has changed.
15 . The device of claim 1 wherein the plurality of machine-readable instructions when executed by the processor, cause the device to:
create a volumetric map, the dimensions of the volumetric map corresponding to the tissue portion;
subdivide the volumetric map into volumetric subregions, the volumetric subregions comprising a plurality of voxels, each voxel being assigned one of preassigned values and random values;
create a sensitivity map based on a photon migration pattern;
overlay the sensitivity map onto the volumetric map; and
perform at least one iterative cycle, the iterative cycle comprising:
determining the measurement array and the calculated array for the volumetric map, the measurement array comprising optical measurements corresponding to the photon migration pattern, the calculated array comprising determined measurements corresponding to the assigned value as weighted by the photon migration pattern;
increasing an assigned value of a test voxel of the volumetric map, each of the test voxel being selected from the voxels of the volumetric subregions, the increase perturbing the volumetric map;
calculating perturbed determined measurements of a perturbed calculated array for the volumetric map; and
determining an error between the measurement array and the perturbed calculated array of the volumetric map, wherein a transformation is applied locally to the test voxel and incorporates the error; and
repeat the iterative cycle until one of a preset maximum is reached and the measurement error is less than a present threshold.
16 . The device of claim 15 wherein the device further comprises:
a plurality of temperature detectors positioned in connection with the first surface; and
the plurality of machine-readable instructions includes instructions which, when executed by the processor, cause the device to create a temperature map, the dimensions of the temperature map corresponding to a thermal dispersion pattern.
17 . The device of claim 15 wherein the device further comprises:
a plurality of humidity detectors positioned in connection with the first surface; and
the plurality of machine-readable instructions includes instructions which, when executed by the processor, cause the device to create a humidity map, the dimensions of the humidity map corresponding to a fluid vapor amount.
18 . The device of claim 15 , wherein each voxel is assigned a value determined by a previous set of iterative cycle.
19 . The device of claim 15 , wherein the plurality of radiation sources are positioned equidistance from the detector.
20 . The device of claim 15 , wherein the transformation comprises a volumetric Gaussian kernel, wherein if the perturbation causes the error to go down, then the volumetric Gaussian kernel having a radius is centered on the test voxel, the volumetric Gaussian kernel extending to a plurality of proximate voxels, the test voxel and the proximate voxels being permanently increased in value proportionally to the magnitude of the error decrease multiplied by a proportional factor A, and if the perturbation causes the error to go up, then a volumetric Gaussian kernel having a radius is centered on the test voxel, the volumetric Gaussian kernel extending to a plurality of proximate voxels, the test voxel and the proximate voxels being permanently decreased in value proportionally to the magnitude of the error increase multiplied by a proportional factor A.
21 . The device of claim 15 , wherein at least one of the plurality of radiation sources delivers radiation at a wavelength of about 660 nm.
22 . The device of claim 15 , wherein at least one of the plurality of radiation sources delivers radiation at a wavelength of about 880 nm.
23 . The device of claim 15 , wherein the support has an octagonal shape and the radiation sources are configured in concentric circles expanding from a detector in the center of the octagonal shape.