US20180220954A1 - Measurement of susceptibility to diabetic foot ulcers - Google Patents
Measurement of susceptibility to diabetic foot ulcers Download PDFInfo
- Publication number
- US20180220954A1 US20180220954A1 US15/887,886 US201815887886A US2018220954A1 US 20180220954 A1 US20180220954 A1 US 20180220954A1 US 201815887886 A US201815887886 A US 201815887886A US 2018220954 A1 US2018220954 A1 US 2018220954A1
- Authority
- US
- United States
- Prior art keywords
- capacitance
- patient
- reference value
- tissue
- electrodes
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Abandoned
Links
- 208000008960 Diabetic foot Diseases 0.000 title claims abstract description 28
- 238000005259 measurement Methods 0.000 title claims description 125
- 238000000034 method Methods 0.000 claims abstract description 46
- 230000015572 biosynthetic process Effects 0.000 claims abstract description 19
- 239000000758 substrate Substances 0.000 claims description 36
- 230000001225 therapeutic effect Effects 0.000 claims description 14
- 238000009529 body temperature measurement Methods 0.000 claims description 11
- 230000003287 optical effect Effects 0.000 claims description 7
- 210000002683 foot Anatomy 0.000 description 61
- 210000001519 tissue Anatomy 0.000 description 55
- 210000003491 skin Anatomy 0.000 description 54
- 208000025865 Ulcer Diseases 0.000 description 29
- 231100000397 ulcer Toxicity 0.000 description 29
- 210000000474 heel Anatomy 0.000 description 19
- 210000003722 extracellular fluid Anatomy 0.000 description 11
- 206010011985 Decubitus ulcer Diseases 0.000 description 10
- 208000004210 Pressure Ulcer Diseases 0.000 description 10
- 230000008859 change Effects 0.000 description 9
- 230000006378 damage Effects 0.000 description 8
- 230000001965 increasing effect Effects 0.000 description 7
- 238000013442 quality metrics Methods 0.000 description 7
- 239000012530 fluid Substances 0.000 description 6
- 230000035876 healing Effects 0.000 description 6
- 206010012601 diabetes mellitus Diseases 0.000 description 5
- 208000033808 peripheral neuropathy Diseases 0.000 description 5
- 210000003371 toe Anatomy 0.000 description 5
- 238000003491 array Methods 0.000 description 4
- 239000008280 blood Substances 0.000 description 4
- 210000004369 blood Anatomy 0.000 description 4
- 238000004891 communication Methods 0.000 description 4
- 238000011156 evaluation Methods 0.000 description 4
- 210000001872 metatarsal bone Anatomy 0.000 description 4
- 208000003790 Foot Ulcer Diseases 0.000 description 3
- 206010052428 Wound Diseases 0.000 description 3
- 208000027418 Wounds and injury Diseases 0.000 description 3
- 230000002745 absorbent Effects 0.000 description 3
- 239000002250 absorbent Substances 0.000 description 3
- 238000002266 amputation Methods 0.000 description 3
- 210000003484 anatomy Anatomy 0.000 description 3
- 210000003423 ankle Anatomy 0.000 description 3
- 210000004204 blood vessel Anatomy 0.000 description 3
- 230000001413 cellular effect Effects 0.000 description 3
- 238000011161 development Methods 0.000 description 3
- 230000005684 electric field Effects 0.000 description 3
- 230000000670 limiting effect Effects 0.000 description 3
- 238000003860 storage Methods 0.000 description 3
- 238000002560 therapeutic procedure Methods 0.000 description 3
- 238000012546 transfer Methods 0.000 description 3
- 206010020649 Hyperkeratosis Diseases 0.000 description 2
- 206010030113 Oedema Diseases 0.000 description 2
- 206010040943 Skin Ulcer Diseases 0.000 description 2
- 239000000853 adhesive Substances 0.000 description 2
- 230000001070 adhesive effect Effects 0.000 description 2
- 230000037396 body weight Effects 0.000 description 2
- 244000309466 calf Species 0.000 description 2
- 230000000694 effects Effects 0.000 description 2
- 230000036541 health Effects 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 201000001119 neuropathy Diseases 0.000 description 2
- 230000007823 neuropathy Effects 0.000 description 2
- 230000001681 protective effect Effects 0.000 description 2
- 230000002829 reductive effect Effects 0.000 description 2
- 230000035807 sensation Effects 0.000 description 2
- 208000024891 symptom Diseases 0.000 description 2
- 230000000451 tissue damage Effects 0.000 description 2
- 231100000827 tissue damage Toxicity 0.000 description 2
- 230000019432 tissue death Effects 0.000 description 2
- INGWEZCOABYORO-UHFFFAOYSA-N 2-(furan-2-yl)-7-methyl-1h-1,8-naphthyridin-4-one Chemical compound N=1C2=NC(C)=CC=C2C(O)=CC=1C1=CC=CO1 INGWEZCOABYORO-UHFFFAOYSA-N 0.000 description 1
- 102000008186 Collagen Human genes 0.000 description 1
- 108010035532 Collagen Proteins 0.000 description 1
- 241001465754 Metazoa Species 0.000 description 1
- 108010064719 Oxyhemoglobins Proteins 0.000 description 1
- 208000003443 Unconsciousness Diseases 0.000 description 1
- 238000010521 absorption reaction Methods 0.000 description 1
- 238000007792 addition Methods 0.000 description 1
- 230000006907 apoptotic process Effects 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 230000000712 assembly Effects 0.000 description 1
- 238000000429 assembly Methods 0.000 description 1
- 230000008901 benefit Effects 0.000 description 1
- 230000017531 blood circulation Effects 0.000 description 1
- 230000036772 blood pressure Effects 0.000 description 1
- 210000001124 body fluid Anatomy 0.000 description 1
- 210000000988 bone and bone Anatomy 0.000 description 1
- 230000008468 bone growth Effects 0.000 description 1
- 230000001680 brushing effect Effects 0.000 description 1
- 210000000459 calcaneus Anatomy 0.000 description 1
- 210000004027 cell Anatomy 0.000 description 1
- 229920001436 collagen Polymers 0.000 description 1
- 230000006835 compression Effects 0.000 description 1
- 238000007906 compression Methods 0.000 description 1
- 230000008878 coupling Effects 0.000 description 1
- 238000010168 coupling process Methods 0.000 description 1
- 238000005859 coupling reaction Methods 0.000 description 1
- 238000004132 cross linking Methods 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 108010002255 deoxyhemoglobin Proteins 0.000 description 1
- 238000009795 derivation Methods 0.000 description 1
- 230000006866 deterioration Effects 0.000 description 1
- 239000013013 elastic material Substances 0.000 description 1
- 210000002615 epidermis Anatomy 0.000 description 1
- 210000001723 extracellular space Anatomy 0.000 description 1
- 210000004744 fore-foot Anatomy 0.000 description 1
- 230000036252 glycation Effects 0.000 description 1
- 230000012010 growth Effects 0.000 description 1
- 239000003324 growth hormone secretagogue Substances 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 230000001939 inductive effect Effects 0.000 description 1
- 230000004054 inflammatory process Effects 0.000 description 1
- 230000001788 irregular Effects 0.000 description 1
- 239000010985 leather Substances 0.000 description 1
- 210000003041 ligament Anatomy 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 210000003141 lower extremity Anatomy 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 210000003205 muscle Anatomy 0.000 description 1
- 230000003387 muscular Effects 0.000 description 1
- 230000017074 necrotic cell death Effects 0.000 description 1
- 238000006213 oxygenation reaction Methods 0.000 description 1
- 230000035515 penetration Effects 0.000 description 1
- 230000002265 prevention Effects 0.000 description 1
- 230000003449 preventive effect Effects 0.000 description 1
- 230000008569 process Effects 0.000 description 1
- 230000002250 progressing effect Effects 0.000 description 1
- 230000003252 repetitive effect Effects 0.000 description 1
- 238000012552 review Methods 0.000 description 1
- 238000005096 rolling process Methods 0.000 description 1
- 238000012883 sequential measurement Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000011477 surgical intervention Methods 0.000 description 1
- 210000004906 toe nail Anatomy 0.000 description 1
- 230000002792 vascular Effects 0.000 description 1
- 238000011179 visual inspection Methods 0.000 description 1
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 1
Images
Classifications
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/05—Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves
- A61B5/053—Measuring electrical impedance or conductance of a portion of the body
- A61B5/0531—Measuring skin impedance
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/44—Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
- A61B5/441—Skin evaluation, e.g. for skin disorder diagnosis
- A61B5/447—Skin evaluation, e.g. for skin disorder diagnosis specially adapted for aiding the prevention of ulcer or pressure sore development, i.e. before the ulcer or sore has developed
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/6802—Sensor mounted on worn items
- A61B5/6804—Garments; Clothes
- A61B5/6807—Footwear
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/16—Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
- A61B5/18—Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state for vehicle drivers or machine operators
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4836—Diagnosis combined with treatment in closed-loop systems or methods
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/6813—Specially adapted to be attached to a specific body part
- A61B5/6829—Foot or ankle
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61F—FILTERS IMPLANTABLE INTO BLOOD VESSELS; PROSTHESES; DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF, TUBULAR STRUCTURES OF THE BODY, e.g. STENTS; ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES; FOMENTATION; TREATMENT OR PROTECTION OF EYES OR EARS; BANDAGES, DRESSINGS OR ABSORBENT PADS; FIRST-AID KITS
- A61F13/00—Bandages or dressings; Absorbent pads
- A61F13/01—Non-adhesive bandages or dressings
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61F—FILTERS IMPLANTABLE INTO BLOOD VESSELS; PROSTHESES; DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF, TUBULAR STRUCTURES OF THE BODY, e.g. STENTS; ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES; FOMENTATION; TREATMENT OR PROTECTION OF EYES OR EARS; BANDAGES, DRESSINGS OR ABSORBENT PADS; FIRST-AID KITS
- A61F13/00—Bandages or dressings; Absorbent pads
- A61F13/06—Bandages or dressings; Absorbent pads specially adapted for feet or legs; Corn-pads; Corn-rings
- A61F13/064—Bandages or dressings; Absorbent pads specially adapted for feet or legs; Corn-pads; Corn-rings for feet
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61F—FILTERS IMPLANTABLE INTO BLOOD VESSELS; PROSTHESES; DEVICES PROVIDING PATENCY TO, OR PREVENTING COLLAPSING OF, TUBULAR STRUCTURES OF THE BODY, e.g. STENTS; ORTHOPAEDIC, NURSING OR CONTRACEPTIVE DEVICES; FOMENTATION; TREATMENT OR PROTECTION OF EYES OR EARS; BANDAGES, DRESSINGS OR ABSORBENT PADS; FIRST-AID KITS
- A61F13/00—Bandages or dressings; Absorbent pads
- A61F13/06—Bandages or dressings; Absorbent pads specially adapted for feet or legs; Corn-pads; Corn-rings
- A61F13/064—Bandages or dressings; Absorbent pads specially adapted for feet or legs; Corn-pads; Corn-rings for feet
- A61F13/069—Decubitus ulcer bandages
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61N—ELECTROTHERAPY; MAGNETOTHERAPY; RADIATION THERAPY; ULTRASOUND THERAPY
- A61N1/00—Electrotherapy; Circuits therefor
- A61N1/02—Details
- A61N1/04—Electrodes
- A61N1/0404—Electrodes for external use
- A61N1/0408—Use-related aspects
- A61N1/0468—Specially adapted for promoting wound healing
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61N—ELECTROTHERAPY; MAGNETOTHERAPY; RADIATION THERAPY; ULTRASOUND THERAPY
- A61N1/00—Electrotherapy; Circuits therefor
- A61N1/18—Applying electric currents by contact electrodes
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61N—ELECTROTHERAPY; MAGNETOTHERAPY; RADIATION THERAPY; ULTRASOUND THERAPY
- A61N1/00—Electrotherapy; Circuits therefor
- A61N1/18—Applying electric currents by contact electrodes
- A61N1/20—Applying electric currents by contact electrodes continuous direct currents
- A61N1/205—Applying electric currents by contact electrodes continuous direct currents for promoting a biological process
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61N—ELECTROTHERAPY; MAGNETOTHERAPY; RADIATION THERAPY; ULTRASOUND THERAPY
- A61N1/00—Electrotherapy; Circuits therefor
- A61N1/18—Applying electric currents by contact electrodes
- A61N1/32—Applying electric currents by contact electrodes alternating or intermittent currents
- A61N1/36—Applying electric currents by contact electrodes alternating or intermittent currents for stimulation
- A61N1/36014—External stimulators, e.g. with patch electrodes
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B2562/00—Details of sensors; Constructional details of sensor housings or probes; Accessories for sensors
- A61B2562/16—Details of sensor housings or probes; Details of structural supports for sensors
- A61B2562/164—Details of sensor housings or probes; Details of structural supports for sensors the sensor is mounted in or on a conformable substrate or carrier
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/01—Measuring temperature of body parts ; Diagnostic temperature sensing, e.g. for malignant or inflamed tissue
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/05—Detecting, measuring or recording for diagnosis by means of electric currents or magnetic fields; Measuring using microwaves or radio waves
- A61B5/053—Measuring electrical impedance or conductance of a portion of the body
- A61B5/0537—Measuring body composition by impedance, e.g. tissue hydration or fat content
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/44—Detecting, measuring or recording for evaluating the integumentary system, e.g. skin, hair or nails
- A61B5/441—Skin evaluation, e.g. for skin disorder diagnosis
- A61B5/445—Evaluating skin irritation or skin trauma, e.g. rash, eczema, wound, bed sore
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4869—Determining body composition
- A61B5/4875—Hydration status, fluid retention of the body
- A61B5/4878—Evaluating oedema
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R27/00—Arrangements for measuring resistance, reactance, impedance, or electric characteristics derived therefrom
- G01R27/02—Measuring real or complex resistance, reactance, impedance, or other two-pole characteristics derived therefrom, e.g. time constant
- G01R27/26—Measuring inductance or capacitance; Measuring quality factor, e.g. by using the resonance method; Measuring loss factor; Measuring dielectric constants ; Measuring impedance or related variables
- G01R27/2605—Measuring capacitance
Definitions
- the present disclosure provides apparatus and methods for assessment of a foot of a patient at risk for development of diabetic foot ulcers.
- Diabetic foot ulcers are responsible for more hospitalizations than any other complication of diabetes.
- Nonenzymatic glycation induced by an elevated level of blood sugar causes ligaments to stiffen and increases cross-linking in collagen. These conditions can lead to damage to cellular walls and blood vessels that result in an initial increase the amount of extracellular fluid (ECF).
- ECF extracellular fluid
- Peripheral neuropathy causes loss of protective sensation and loss of coordination of muscle groups in the foot and leg. The neuropathy can cause an increase in the mechanical stresses within the foot during ambulation and standing that, combined with the weakened tissue induced by the diabetes, will progress to tissue death if the stress is not reduced. The neuropathy also reduces the patient's ability to perceive pain that is normally associated with the stress and tissue damage, thereby allowing the condition to progress.
- the present disclosure provides for, and includes, an apparatus for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the apparatus comprising: a plurality of electrodes embedded on a substrate, where a pair of the electrodes is capable of forming a capacitive sensor configured to measure a first capacitance of a first region of tissue proximate to the capacitive sensor, a circuit electronically coupled to the electrodes, a processor electronically coupled to the circuit, and a non-transitory computer-readable medium electronically coupled to the processor and comprising instructions stored thereon that, when executed on the processor, perform the steps of: receiving information from the circuit regarding the measured first capacitance from the capacitive sensor, comparing the measured first capacitance to a first reference value, and providing a signal if the measured first capacitance differs from the first reference value by an amount greater than a first predetermined threshold.
- the present disclosure provides for, and includes, a method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising:
- obtaining a first capacitance value at a first location of a patient's skin obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first capacitance value differs from the first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from the second reference value by an amount greater than a second predetermined threshold.
- the present disclosure provides for, and includes, a method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first sub-epidermal moisture (SEM) value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first SEM value differs from the first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from the second reference value by an amount greater than a second predetermined threshold.
- SEM sub-epidermal moisture
- the present disclosure provides for, and includes, an integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, said apparatus comprising: a plurality of sensors disposed on a flexible substrate, wherein the plurality of sensors are configured to measure sub-epidermal moisture (SEM) values at respective locations of the patient's skin; two electrodes disposed on the flexible substrate; and an external controller electrically connected to the two electrodes, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase.
- SEM sub-epidermal moisture
- the present disclosure provides for, and includes, an integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a sensor comprising two electrodes disposed on a flexible substrate such that a current passing between the electrodes will pass through tissue proximate to a location of the patient's skin; and an external controller electrically connected to the two electrodes.
- FIG. 1A depicts the anatomy of a foot.
- FIG. 1B is an enlarged view of area A of FIG. 1A .
- FIG. 2A depicts an initial open ulcer at time_ 0 .
- FIG. 2B depicts the pressure profile created in the condition of FIG. 2A .
- FIG. 2C depicts the same region of tissue of FIG. 2A at time_ 1 .
- FIG. 2D depicts the same region of tissue of FIGS. 2A and 2C at time_ 2 .
- FIG. 3A discloses a toroidal bioimpedance sensor.
- FIG. 3B discloses an idealized field map created by the toroidal sensor of FIG. 3A when activated.
- FIG. 3C discloses a SEM scanner that comprises the sensor of FIG. 3A .
- FIG. 4 is a first exemplary array of electrodes.
- FIG. 5 is an exemplary array of electrodes according to the present disclosure.
- FIG. 6A illustrates a first example of how the array of electrodes disclosed in FIG. 5 is configured to form a bioimpedance sensor according to the present disclosure.
- FIG. 6B illustrates a first example of how the array of electrodes disclosed in FIG. 5 is configured to form a bioimpedance sensor according to the present disclosure.
- FIG. 6C illustrates an example of a first sensor formed in an array of electrodes according to the present disclosure.
- FIG. 6D illustrates an example of how a second sensor is formed to overlap with the first sensor of FIG. 6C according to the present disclosure.
- FIG. 6E shows an example of how sensors as shown in FIG. 6A are formed from an array of electrodes that is larger than the portion of the patient's skin that is being positioned against the array, according to the present disclosure.
- FIG. 6F illustrates locations on the left and right feet for SEM measurements according to the present disclosure.
- FIG. 6G is a plot of SEM values associated with known relative locations for identifying bisymmetric locations according to the present disclosure.
- FIG. 7A depicts a first example of a mat assembly that incorporates a plurality of bioimpedance sensors according to the present disclosure.
- FIG. 7B depicts a second example of a mat assembly that comprises arrays of electrical sensors, according to the present disclosure, disposed so as to underlie the left and right feet, respectively, of a patient while standing on the mat assembly.
- FIG. 7C depicts a third example of a mat assembly that comprises one or more sensors disposed within each of the outlines according to the present disclosure.
- FIG. 8A discloses a foot cover that incorporates bioimpedance sensors according to the present disclosure.
- FIG. 8B is a cutaway view of the foot cover of FIG. 8A , showing the location of the bioimpedance sensors according to the present disclosure.
- FIG. 9 disclose a sandal that incorporates bioimpedance sensors according to the present disclosure.
- FIG. 10A depicts a first example configuration of the addressable electrodes of FIG. 5 that vary the performance capabilities of the sensor according to the present disclosure.
- FIG. 10B depicts a second example configuration of the addressable electrodes of FIG. 5 that vary the performance capabilities of the sensor according to the present disclosure.
- FIG. 10C depicts a third example configuration of the addressable electrodes of FIG. 5 that vary the performance capabilities of the sensor according to the present disclosure.
- FIG. 11A shows an exemplary configuration of a substrate shaped to be positioned in a known position on a patient's skin according to the present disclosure.
- FIG. 11B shows a front view of the exemplary configuration of FIG. 11A according to the present disclosure.
- FIG. 12 depicts a schematic depiction of an integrated system for measurement, evaluation, storage, and transfer of SEM values according to the present disclosure.
- FIG. 13 depicts a sensing band according to the present disclosure.
- FIGS. 14A, 14B, and 14C depict an integrated sensor and stimulator assembly suitable for treatment of a pressure ulcer, according to the present disclosure.
- FIG. 14D depicts a bandage assembly suitable for treatment of a pressure ulcer, according to the present disclosure.
- FIG. 15A illustrates an exemplary method for taking SEM measurements starting at the posterior heel in accordance with the present disclosure.
- FIG. 15B illustrates an exemplary method for taking SEM measurements starting at the lateral heel in accordance with the present disclosure.
- FIG. 15C illustrates an exemplary method for taking SEM measurements starting at the medial heel in accordance with the present disclosure.
- the present disclosure describes measurement of various electrical characteristics and derivation of SEM values indicative of an increase in the amount of ECF and the application of this information to the assessment of susceptibility to diabetic foot ulcers as well as treatment of ulcers.
- Diabetic foot ulcers are known to occur in areas subject to repetitive moderate loads, particularly in areas where bony portions of the foot apply transfer body weight to the adjacent tissue while standing. Damage may initially occur in tissue below the skin and is, therefore, not detectable by visual inspection. The initial damage will release fluid into the extracellular spaces, which can be detected through the measurement of electrical properties of the sub-epidermal tissue, for example the capacitance of the tissue. Monitoring the ECF in at-risk areas will detect deterioration of the tissue that, if left unchecked, will progress to an open ulcer.
- U.S. patent application Ser. No. 14/827,375 discloses an apparatus that uses radio frequency (RF) energy to measure the sub-epidermal capacitance using a bipolar sensor similar to the sensor 90 shown in FIG. 3A , where the sub-epidermal capacitance corresponds to the moisture content of the target region of skin of a patient.
- RF radio frequency
- U.S. patent application Ser. No. 15/134,110 discloses an apparatus for measuring sub-epidermal moisture (SEM) similar to the device shown in FIG. 3C , where the device emits and receives an RF signal at a frequency of 32 kHz through a single coaxial sensor and generates a bioimpedance signal, then converts this signal to a SEM value.
- SEM sub-epidermal moisture
- the methods disclosed herein include and comprise one or more steps or actions for achieving the described method.
- the method steps and/or actions may be interchanged with one another without departing from the scope of the present invention.
- the order and/or use of specific steps and/or actions may be modified without departing from the scope of the present invention.
- phrases such as “between X and Y” and “between about X and Y” should be interpreted to include X and Y.
- phrases such as “between about X and Y” mean “between about X and about Y” and phrases such as “from about X to Y” mean “from about X to about Y.”
- sub-epidermal moisture refers to the increase in tissue fluid and local edema caused by vascular leakiness and other changes that modify the underlying structure of the damaged tissue in the presence of continued pressure on tissue, apoptosis, necrosis, and the inflammatory process.
- a “system” may be a collection of devices in wired or wireless communication with each other.
- interrogate refers to the use of radiofrequency energy to penetrate into a patient's skin.
- a “patient” may be a human or animal subject.
- “healthy” may describes tissue that does not exhibit symptoms of damage to cellular walls or blood vessels, where the presence of an increased amount of ECF is an indication of such damage.
- extracellular fluid or “ECF” refers to bodily fluid contained outside of cells, including plasma, interstitial fluid, and transcellular fluid.
- “susceptible to formation of a diabetic foot ulcer” may describe tissue that exhibit symptoms of damage to cellular walls or blood vessels, such as edema or an increased amount of ECF, yet no open ulcer is present.
- time_ 0 refers to an initial time point, for example, when an open ulcer is first detected.
- time_ 1 refers to a time point later than time_ 0 .
- time 2 refers to a time point later than time_ 1 .
- FIG. 1A is a side view of a portion of the anatomy of a foot 20 .
- the areas of the foot that are most likely to develop a diabetic foot ulcer are the heel, located below the calcaneus bone 21 , and the pad of the foot, located under the metatarsal bone 22 .
- FIG. 1B is an enlarged view of the area “A” of FIG. 1A .
- the ends of the metatarsal bone 22 and the adjoining phalange bone 23 are shown in proximity to the skin 24 of the sole of the foot 20 .
- a portion of the body weight of the patient creates a compressive force 30 applied by the metatarsal bone 22 to the tissue in region 40 .
- Force 30 is opposed by resistive force 36 applied by the floor to the skin 24 under region 40 to support the patient.
- Muscular activity by the patient for example walking or simply balancing on their feet while standing, creates shear force 32 between the metatarsal bone 22 and tissue 40 as well as the resisting shear force 38 between the floor and the skin 24 .
- the tissue in region 40 is simultaneously subject to both compression and shear forces.
- FIGS. 2A, 2B, 2C, and 2D depict the conditions and progression of an open ulcer.
- FIG. 2A depicts an initial open ulcer 50 A at time_ 0 .
- the ulcer 50 A is surrounded by a ring of increased pressure 52 A.
- FIG. 2B shows the pressure profile created in the condition of FIG. 2A .
- the force applied by the floor, or by a shoe worn by the patient is applied as a locally uniform pressure 56 to the skin 24 of the foot 20 .
- the applied pressure 56 is opposed internally by forces 53 . No pressure can be applied over the ulcer 50 , as the tissue has sloughed away.
- This peak force 54 is high enough to cause further tissue damage in the ring 52 A.
- a callus will commonly form over the region 52 A as the body attempts to protect itself from the increased pressure. The tissue below the callus, however, is still being damaged and will exhibit an increase in ECF.
- FIG. 2C depicts the same region of tissue at time_ 1 that is subsequent to time_ 0 .
- the increased level of pressure in region 52 A led to tissue death in region 52 A and the tissue in region 52 has sloughed away so that the ulcer 50 B is larger than the prior ulcer 50 A.
- the applied pressure 56 has not changed, however, so now the tissue in the region 52 B around the larger ulcer 50 B must pick up even more force. This accelerates the expansion of the ulcer 50 as the tissue in are region 52 B dies quicker under the higher applied load.
- FIG. 2D depicts the same region of tissue as FIGS. 2A and 2C , now at time_ 2 that is subsequent to time_ 1 .
- the ulcer 50 has grown to size 50 C and the region 52 C of increased pressure is large than the prior regions 52 A, 52 B.
- interventional therapies will be introduced to prevent the growth of the ulcer 50 and allow the body to heal the open ulcer 50 .
- Therapies may involve placing pressure-relieving pads around the ulcer to spread the pressure 56 over a larger region of healthy tissue and eliminate the peak 54 that leads to further damage. Determining whether the therapy is working, however, is only possible by observation over time that the ulcer is not progressing.
- FIG. 3A discloses a toroidal bioimpedance sensor 90 .
- a center electrode 110 is surrounded by a ring electrode 120 .
- the gap between the two electrodes affects the depth of field penetration into the substrate below sensor 90 .
- a ground plane (not visible in FIG. 3A ), is parallel to and separate from the plane of the electrodes and, in an aspect, extends beyond the outer diameter of ring electrode 120 .
- a ground plane may limit the field between electrodes 110 and 120 to a single side of the plane of electrodes 110 and 120 that is on the opposite side of the plane of electrodes 110 and 120 from the ground plane.
- FIG. 3B discloses an idealized field map created by a toroidal sensor of FIG. 3A when activated by a drive circuit (not shown in FIG. 3B ).
- a drive circuit not shown in FIG. 3B .
- an electric voltage is applied across electrodes 110 and 120 , an electric field 140 is generated between electrodes 110 and 120 that extends outward from the plane of electrodes 110 and 120 to a depth of field 150 .
- the diameter of center electrode 110 , the inner and outer diameters of ring electrode 120 , and the gap between electrodes 110 and 120 may be varied to change characteristics of the field 140 , for example the depth of field 150 .
- a drive circuit can measure an electrical property or parameter that comprises one or more electrical characteristics selected from the group consisting of a resistance, a capacitance, an inductance, an impedance, a reluctance, and other electrical characteristics as sensed by electric field 140 .
- a sensor of an apparatus may be a bipolar radiofrequency sensor, a bioimpedance sensor, a capacitive sensor, or an SEM sensor.
- a measured electrical parameter is related to the moisture content of the epidermis of a patient at a depth that is determined by the geometry of electrodes 110 and 120 , the frequency and strength of electrical field 140 , and other operating characteristics of the apparatus drive circuit.
- a measured moisture content is equivalent to the SEM content with a value on a predetermined scale.
- a predetermined scale may range from 0 to 20, such as from 0 to 1, from 0 to 2, from 0 to 3, from 0 to 4, from 0 to 5, from 0 to 6, from 0 to 7, from 0 to 8, from 0 to 9, from 0 to 10, from 0 to 11, from 0 to 12, from 0 to 13, from 0 to 14, from 0 to 15, from 0 to 16, from 0 to 17, from 0 to 18, from 0 to 19.
- a predetermined scaled can be scaled by a factor or a multiple based on the values provided herein. In an aspect, multiple measurements are taken while varying one or more of these operating characteristics between readings, thereby providing information related to the moisture content at various depths of the skin.
- One or more regions may be defined on a body. In an aspect, measurements made within a region are considered comparable to each other.
- a region may be defined as an area on the skin of the body wherein measurements may be taken at any point within the area.
- a region corresponds to an anatomical region (e.g., heel, ankle, lower back).
- a region may be defined as a set of two or more specific points relative to anatomical features wherein measurements are taken only at the specific points.
- a region may comprise a plurality of non-contiguous areas on the body.
- the set of specific locations may include points in multiple non-contiguous areas.
- a region is defined by surface area.
- a region may be, for example, between 5 and 200 cm 2 , between 5 and 100 cm 2 , between 5 and 50 cm 2 , or between 10 and 50 cm 2 , between 10 and 25 cm 2 , or between 5 and 25 cm 2 .
- measurements may be made in a specific pattern or portion thereof.
- the pattern of readings is made in a pattern with the target area of concern in the center.
- measurements are made in one or more circular patterns of increasing or decreasing size, T-shaped patterns, a set of specific locations, or randomly across a tissue or region.
- a pattern may be located on the body by defining a first measurement location of the pattern with respect to an anatomical feature with the remaining measurement locations of the pattern defined as offsets from the first measurement position.
- a plurality of measurements are taken across a tissue or region and the difference between the lowest measurement value and the highest measurement value of the plurality of measurements is recorded as a delta value of that plurality of measurements.
- 3 or more, 4 or more, 5 or more, 6 or more, 7 or more, 8 or more, 9 or more, or 10 or more measurements are taken across a tissue or region.
- a threshold may be established for at least one region.
- a threshold of 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, or other value may be established for the at least one region.
- a delta value is identified as significant when the delta value of a plurality of measurements taken within a region meets or exceeds a threshold associated with that region.
- each of a plurality of regions has a different threshold.
- two or more regions may have a common threshold.
- a threshold has both a delta value component and a chronological component, wherein a delta value is identified as significant when the delta value is greater than a predetermined numerical value for a predetermined portion of a time interval.
- the predetermined portion of a time interval is defined as a minimum of X days wherein a plurality of measurements taken that day produces a delta value greater than or equal to the predetermined numerical value within a total of Y contiguous days of measurement.
- the predetermined portion of a time interval may be defined as 1, 2, 3, 4, or 5 consecutive days on which a plurality of measurements taken that day produces a delta value that is greater than or equal to the predetermined numerical value.
- the predetermined portion of a time interval may be defined as some portion of a different specific time period (weeks, month, hours etc.).
- a threshold has a trending aspect wherein changes in the delta values of consecutive pluralities of measurements are compared to each other.
- a trending threshold is defined as a predetermined change in delta value over a predetermined length of time, wherein a determination that the threshold has been met or exceeded is significant.
- a determination of significance will cause an alert to be issued.
- a trend line may be computed from a portion of the individual measurements of the consecutive pluralities of measurements.
- a trend line may be computed from a portion of the delta values of the consecutive pluralities of measurements.
- the number of measurements taken within a single region may be less than the number of measurement locations defined in a pattern.
- a delta value will be calculated after a predetermined initial number of readings, which is less than the number of measurement locations defined in a pattern, have been taken in a region and after each additional reading in the same region, wherein additional readings are not taken once the delta value meets or exceeds the threshold associated with that region.
- the number of measurements taken within a single region may exceed the number of measurement locations defined in a pattern.
- a delta value will be calculated after each additional reading.
- a quality metric may be generated for each plurality of measurements. In an aspect, this quality metric is chosen to assess the repeatability of the measurements. In an aspect, this quality metric is chosen to assess the skill of the clinician that took the measurements. In an aspect, the quality metric may include one or more statistical parameters, for example an average, a mean, or a standard deviation. In an aspect, the quality metric may include one or more of a comparison of individual measurements to a predefined range. In an aspect, the quality metric may include comparison of the individual measurements to a pattern of values, for example comparison of the measurement values at predefined locations to ranges associated with each predefined location. In an aspect, the quality metric may include determination of which measurements are made over healthy tissue and one or more evaluations of consistency within this subset of “healthy” measurements, for example a range, a standard deviation, or other parameter.
- a measurement for example, a threshold value, is determined by SEM Scanner Model 200 (Bruin Biometrics, LLC, Los Angeles, Calif.). In another aspect, a measurement is determined by another SEM scanner.
- a measurement value is based on a capacitance measurement by reference to a reference device.
- a capacitance measurement can depend on the location and other aspects of any electrode in a device. Such variations can be compared to a reference SEM device such as an SEM Scanner Model 200 (Bruin Biometrics, LLC, Los Angeles, Calif.).
- a reference SEM device such as an SEM Scanner Model 200 (Bruin Biometrics, LLC, Los Angeles, Calif.).
- a person of ordinary skill in the art understands that the measurements set forth herein can be adjusted to accommodate a difference capacitance range by reference to a reference device.
- FIG. 3C provides top and bottom views of a SEM scanner 170 that contains electronics that drive sensor 174 , which is similar to sensor 90 of FIG. 3A , and measure a capacitance between electrodes 110 and 120 . This capacitance may be converted to a SEM value that is displayed on display 176 .
- FIG. 4 depicts an exemplary electrode array 290 , according to the present disclosure.
- Array 290 is composed of individual electrodes 300 disposed, in this example, in a regular pattern over a substrate 292 .
- each electrode 300 is separately coupled (through conductive elements not shown in FIG. 4 ) to a circuit (not shown in FIG. 4 ) that is configured to measure an electrical parameter.
- a “virtual sensor” is created by selective connection of predetermined subsets of electrodes 300 to a common element of a circuit.
- a particular electrode 310 is connected as a center electrode, similar to electrode 110 of FIG.
- electrodes 320 A- 320 F are connected together as a “virtual ring” electrode, similar to electrode 120 of FIG. 3A .
- two individual electrodes are individually connected to the circuit to form a virtual sensor, for example electrodes 310 and 320 A are respectively connected as the two electrodes of a sensor.
- one or more electrodes 300 are connected together to form one or the other of the electrodes of a two-electrode sensor.
- Any pair of electrodes is coupled to electronics (not shown in FIG. 4 ) that are configured to measures an electrical property or parameter that comprises one or more of a resistance, a capacitance, an inductance, an impedance, a reluctance, or other electrical characteristic with one or more of sensors 90 , 174 , 290 , 430 , 440 , or other two-electrode sensor.
- Electronics of the present disclosure may be further configured to compare the measured first capacitance to a reference value and providing a signal if the measured capacitance differs from the reference value by an amount greater than a threshold. In an aspect, one or both of the reference value and the threshold are predetermined.
- FIG. 5 depicts another exemplary array 400 of electrodes 410 , according to the present disclosure.
- each of the electrodes 410 is an approximate hexagon that is separated from each of the surrounding electrodes 410 by a gap 420 .
- electrodes 410 are one of circles, squares, pentagons, or other regular or irregular shapes.
- gap 420 is uniform between all electrodes 410 .
- gap 420 varies between various electrodes.
- gap 420 has a width that is narrower than the cross-section of each of the electrodes 410 .
- Electrodes 410 may be interconnected to form virtual sensors as described below with respect to FIGS. 6A-6B and 10A-10C .
- FIG. 6A depicts an array 400 of electrodes 410 that are configured, e.g. connected to a measurement circuit, to form an exemplary sensor 430 , according to the present disclosure.
- a single hexagonal electrode 410 that is labeled with a “1” forms a center electrode and a ring of electrodes 410 that are marked with a “2” are interconnected to form a ring electrode.
- electrodes 410 between the center and ring electrode are electrically “floating.”
- electrodes 410 between the center and ring electrode are grounded or connected to a floating ground.
- electrodes 410 that are outside the ring electrode are electrically “floating.”
- electrodes 410 that are outside a virtual ring electrode are grounded or connected to a floating ground.
- FIG. 6B depicts an alternate aspect where an array 400 of electrodes 410 has been configured to form a virtual sensor 440 , according to the present disclosure.
- multiple electrodes 410 indicated by a “1,” are interconnected to form a center electrode while a double-wide ring of electrodes, indicated by a “2,” are interconnected to form a ring electrode.
- various numbers and positions of electrodes 410 are interconnected to form virtual electrodes of a variety of sizes and shapes.
- FIGS. 6A and 6B depict an exemplary configuration of an electrode array 400 that is capable of forming sensors 430 in multiple overlapping locations, according to the present disclosure.
- a virtual sensor 430 A has been formed with center electrode 432 formed by a single electrode 410 , indicated by a “1,” and a ring electrode 434 formed by a plurality of electrodes 410 , indicated by a “2.”
- This same array 400 is shown in FIG. 6B , where a new virtual sensor 430 B has been formed with a center electrode 436 , indicated by a “3,” and ring electrode 438 , indicated by a “4.”
- the position of virtual sensor 430 A is shown by the dark outline. It can be seen that virtual sensor 430 B overlaps the position of virtual sensor 430 A, this allowing measurements to be made at a finer resolution than the diameter of sensors 430 .
- FIG. 6E shows how sensors 430 may be formed from an array of electrodes 400 that is larger than the portion of a patient's skin that is being positioned against the array, according to the present disclosure.
- the outline of contact area 450 of sole 22 R of a right foot of a patient, as seen from underneath the foot, is shown overlaid on array 400 .
- sensor 430 C has been formed in a location where a portion of sensor 430 C extends beyond the edge of contact area 450 . In such a position, the capacitance or other electrical parameter measured by sensor 430 C is lower than the capacitance measured by sensor 430 D, which is positioned completely within contact area 450 .
- a sensor 430 may be formed at any point within array 400 and, depending on the position of sensor 430 , may partially overlap the contact area at any level within the range of 0-100%.
- two sensors may overlap 0-50%, such as 0-10%, 5-15%, 10-20%, 15-25%, 20-30%, 25-35%, 30-40%, 35%-45%, 40-50%, 0-25%, 15-35%, or 25-50%.
- two sensors may overlap 25-75%, such as 25-35%, 30-40%, 35%-45%, 40-50%, 45-55%, 50-60%, 55-65%, 60-70%, 65-75%, 25-50%, 40-55%, or 50-75%.
- two sensors may overlap 50-100%, such as 50-60%, 55-65%, 60-70%, 65-75%, 70-80%, 75%-85%, 80-90%, 85-95%, 90-100%, 50-75%, 65-85%, or 75-100%.
- an array of sensors 400 may further comprise a plurality of contact sensors (not shown on FIG. 6E ) on the same planar surface as, and surrounding, each of the electrodes to ensure complete contact of the one or more virtual sensors to the skin surface.
- the plurality of contact sensors may be a plurality of pressure sensors, a plurality of light sensors, a plurality of temperature sensors, a plurality of pH sensors, a plurality of perspiration sensors, a plurality of ultrasonic sensors, a plurality of bone growth stimulator sensors, or a plurality of a combination of these sensors.
- the plurality of contact sensors may comprise four, five, six, seven, eight, nine, or ten or more contact sensors surrounding each electrode.
- FIGS. 6F and 6G depict an example of how comparison of SEM values associated with sensors in known relative locations can identify bisymmetric locations, according to the present disclosure.
- sensors 430 are formed at non-overlapping locations, marked “A” to “H” in FIG. 6F , across a contact area 450 R of a right foot 20 R.
- the SEM values measured at each location are plotted in the graph of FIG. 6G .
- the SEM value of locations “A” and “H” are low or zero, reflecting the non-overlap of sensor 430 with contact area 450 in those locations.
- the SEM values associated with locations “B” and “G” are higher, as sensor 430 overlaps a portion of contact area 450 in those positions.
- an SEM measurement apparatus such as apparatus 180 may determine that certain locations, for example locations “C” and “F,” are bisymmetric with respect to a centerline 452 R of right foot 20 R.
- a location on each foot 20 L and 20 R, for example locations E and E′ may be determined to be approximately bisymmetric.
- FIG. 7A depicts an exemplary mat assembly 500 that incorporates a plurality of bioimpedance sensors 520 , according to the present disclosure.
- sensors 520 are shown as toroidal sensors similar to sensors 90 depicted in FIG. 3A
- sensors 520 may be any configuration of electrical measurement sensor, including the configurations shown in FIGS. 4, 5, and 6A-6B .
- Sensors 520 are distributed across substrate 510 .
- a portion of substrate 510 is flexible.
- a portion of substrate 510 is rigid.
- electrodes of sensor 520 are electrically bare, thereby allowing conductive electrical contact with a patient's foot when a patient stands on mat assembly 500 .
- electrodes of sensor 520 are electrically insulated, for example by an insulating cover layer (not shown in FIG. 7A ), thereby allowing only capacitive electrical contact with a patient's foot when a patient stands on mat assembly 500 .
- mat assembly 500 comprises one of more temperature sensors (not shown in FIG. 7A ), that detect the temperature of one or more locations on a foot.
- a temperature sensor is co-located with SEM sensor 520 so as to provide temperature and SEM measurements of a common location.
- a signal is provided when the measured capacitance differs from a reference capacitance value by an amount greater than a first threshold and the measured temperature differs from a temperature reference value by an amount greater than a second threshold.
- the thresholds are predetermined.
- a first threshold is set at the corresponding reference capacitance value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%.
- a second threshold is set at the corresponding reference temperature value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%.
- one or both of the capacitance and temperature reference values are determined from prior measurements, for example a rolling average of the past 5 sequential measurements or by an average of multiple measurements made in an earlier time period, e.g. a month earlier.
- one or both of the capacitance and temperature reference values are determined from measurements made when the tissue was in a known healthy state, for example while in a doctor's office when a clinician has made an examination of the tissue and determined that the tissue is healthy, i.e. not susceptible to the formation of a diabetic foot ulcer.
- FIG. 7B depicts another exemplary mat assembly 502 that comprises arrays 530 L and 530 R of electrical sensors 520 , where arrays 530 L and 530 R are disposed so as to underlie the left and right feet, respectively, of a patient while standing on mat assembly 502 .
- outlines 540 L and 540 R of the left and right feet are drawn over arrays 530 L and 530 R so as to guide the patient to stand in the proper location.
- FIG. 7C depicts an aspect of a mat assembly 504 that has one or more sensors 520 disposed within each of the outlines 540 L and 540 R.
- a sensors 520 A is located in a position corresponding to portions of the foot that are most likely to develop an ulcer, for example the ball of a foot.
- sensors 520 B may be located under the heel or other locations of a foot.
- substrate 510 is partially transparent and mat 504 comprises a second substrate 512 on which are mounted one or more optical sensors 550 .
- optical sensor 550 is a camera capable of imaging the underside of a foot of a patient standing on mat 504 .
- optical sensor 550 is sensitive to visible light.
- optical sensor 550 is sensitive to infrared light.
- mat assemblies 500 , 502 , 504 and the like on a regular basis by patients can serve to detect changes in the health of their feet. For example, a baseline will be established by measurement of electrical characteristics, such as capacitance, of each foot at the time of examination by a clinician who verifies that there is no ulcer or indication of damage that would lead to formation of an ulcer in a patient.
- the patient then places the mat 500 , 502 , 504 in a readily accessible location in their home, for example in front of the bathroom sink.
- the patient triggers a measurement of their feet by the sensors 520 .
- each sensor 520 and 550 is measuring the same position for each repeated measurement.
- a temperature measurement is made by an infrared sensor 550 or one of more temperature sensors (not shown in FIG. 7C ) in mat assembly 500 , 502 , 504 .
- an image is captured by an optical sensor 550 in mat assembly 504 . This information is stored in a local memory or transmitted to a remote storage location, such as the doctor's office. Each daily measurement is compared to reference derived from previous measurements, for example a measurement made in a clinician's office or an average of last week's measurements.
- a change in the measured SEM value larger than the threshold triggers a notification.
- a change in the measured SEM value larger than a first threshold and a change in the measured temperature larger than a second threshold together trigger a notification.
- either a change in the measured SEM value larger than a first threshold or a change in the measured temperature larger than a second threshold triggers a notification.
- a first threshold is set at the corresponding reference SEM value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%.
- a second threshold is set at the corresponding reference temperature value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%.
- information such as an image of the underside of a patient's foot is always sent to a clinician for review.
- measurements of the left and right foot are compared to each other. For example, with reference to FIGS. 6F and 6G , locations E and E′ are compared to each other. In one aspect, a difference between the left and right measurements is compared to a reference and the patient notified if the difference exceeds a threshold.
- FIG. 8A discloses a foot cover 600 that incorporates bioimpedance sensors 520 as shown in the cut-away view of FIG. 8B , according to the present disclosure.
- foot cover 600 comprises a sock or other flexible, conforming garment 610 into which a foot can be inserted.
- a flexible, conforming garment 610 may be a flexible shoe, similar to a “water shoe,” made from a flexible, elastic material such as rubber.
- a flexible, conforming garment 610 may be a conventional shoe, for example a leather dress shoe or a sneaker.
- Sensors 520 are located in one or more locations that correspond to areas of concern for development of ulcers.
- sensors 520 are located under or around the heel of a flexible, conforming garment 610 . In an aspect, sensors 520 are located on the sole of a flexible, conforming garment 610 . In one aspect, sensors 520 are located in the area around the toes (not visible in FIG. 8B ) of a flexible, conforming garment 610 .
- FIG. 9 discloses a sandal 650 that incorporates bioimpedance sensors 520 , according to the present disclosure.
- One or more sensors 520 are disposed on a sandal in locations that correspond to areas of potential ulcer development.
- FIGS. 10A, 10B, and 10C depict configurations of addressable electrodes of FIG. 5 that vary the performance capabilities of a sensor, according to the present disclosure.
- FIG. 10A depicts an exemplary first configuration 700 , where electrodes 710 are connected so as to form a center electrode 720 and a ring electrode 730 , similar to electrodes of FIGS. 6A and 6B .
- Sensor configuration 700 has a gap 740 of a single row of electrodes 710 , which results in a first field depth 150 , with reference to FIG. 3B .
- FIG. 10B depicts a second exemplary configuration 702 of the same array of sensors 710 , where one electrode is connected to form a center electrode 722 while a plurality of electrodes 710 are connected to form a ring electrode 732 that is larger in diameter than ring electrode 730 and having a gap 742 that is larger than gap 740 .
- Sensor configuration 702 will have a second field depth 150 that is larger than that of sensor configuration 700 .
- FIG. 10C depicts a third exemplary configuration 704 of the same array of sensors 710 , where one electrode is connected to form a center electrode 724 while a plurality of electrodes 710 are connected to form a ring electrode 734 that is larger in diameter than ring electrodes 730 and 732 and having a gap 744 that is larger than gaps 740 and 742 .
- Sensor configuration 704 will have a third field depth 150 that is larger than either of sensor configurations 700 or 702 .
- a mat assembly 500 comprises an array of electrodes 710 distributed across a portion of substrate 510 . At a location of an array that corresponds to an area of concern on a patient's foot, mat assembly 500 is configured to form a sensor configuration 700 and make a first measurement, then reconfigure electrodes 710 to form a sensor configuration 702 and make a second measurement. The first and second measurements provide information about the difference in ECF at different depths below the skin of a foot, thereby providing improved knowledge of the tissue condition within the foot. In one aspect, mat assembly 500 is configured to then form a sensor configuration 704 and take a third measurement. Comparison of the three measurements provides even greater resolution of the internal tissue condition.
- FIGS. 11A and 11B depict an exemplary aspect of a sensor assembly 500 configured to be placed in a known position on a patient's skin, according to the present disclosure.
- sensor assembly 500 has a shaped substrate 510 that is configured to conform to posterior and bottom surfaces of the heel of a foot 20 .
- shaped substrate 510 is suitable for use with both a left foot 20 L and a right foot 20 R.
- Sensor assembly 500 comprises one or more sensors 520 disposed on the inner surface of shaped substrate 510 .
- sensors 520 are configured as toroidal sensors as shown in FIG. 1A .
- the inner surface of shaped substrate 510 is lined with an array 400 of electrodes 410 , with reference to FIG.
- sensor assembly 500 comprises a cable 530 to connect sensors 520 to one or more of a power source, a circuit configured to measure one or more of capacitance or other electrical property, a processor, a communication subsystem, or other type of electronic assembly (not shown in FIG. 11A ).
- FIG. 11B depicts an exemplary configuration of sensor assembly 500 where multiple sensors 520 disposed on shaped substrate 510 such that, for example when sensor assembly 500 is placed against the skin of a patient around the back, sides, and bottom of the right heel center. This enables multiple SEM measurements to be taken in repeatable location on the heel with sensor assembly 500 in a single position.
- sensor assembly 500 is configured to be placed on a portion of the back of a patient thus providing the capability to make measurements at bisymmetric locations on the back.
- shaped substrate 510 is configured to match anatomical features of the target area of a patient.
- shaped substrate 510 comprises markings or other indicators that can be aligned with features of a patient's body, so as to enable measurements to be taken at the same location at time intervals over a period of time in the general range of hours to weeks.
- sensor assembly 500 is integrated into a lining of a garment or shoe or other article of clothing.
- sensor assembly 500 is integrated into a sheet, blanket, liner, or other type of bed clothing.
- sensor assembly 500 comprises a wireless communication capability, for example a passive radio frequency identification (RFID) or an inductive coupling, to allow actuation of sensors 520 without physically connecting to sensor assembly 500 .
- RFID passive radio frequency identification
- sensors 520 are coupled to electronics (not shown in FIG. 11B ) that are configured to compare a current set of measurements to each other and to past measurements made in the same location.
- electronics of the present disclosure may provide a signal if one or more of certain conditions are met. Such conditions may include, but are not limited to, a change in the difference between measurements made at two locations when compared to the difference in measurements made at the same two locations at a previous time, and a change in the measured value at a particular location from prior measurements at the same location that is greater than a threshold amount.
- FIG. 12 depicts a schematic depiction of an integrated system 800 for measurement, evaluation, storage, and transfer of SEM values, according to the present disclosure.
- system 800 comprises a SEM measurement apparatus 810 , for example a SEM scanner 170 , that comprises the capability to wirelessly communicate with a WiFi access point 820 .
- Apparatus 810 communicates with one or more of a SEM application running on a server 850 , an application running on a laptop computer 840 , a “smart phone” 830 , or other digital device.
- laptop computer 840 and smart phone 830 are carried by the user of apparatus 810 , for example a nurse, and the application provides feedback and information to the user.
- information received from apparatus 180 for a patient is stored in a database 850 .
- information received from apparatus 810 for a patient is stored in a database 860 .
- information received from apparatus 810 is transferred over a network 855 to another server 880 that stores a portion of the information in an electronic medical record (EMR) 870 of the patient.
- EMR electronic medical record
- information from apparatus 810 or retrieved from database 860 or EMR 870 is transferred to an external server 890 and then to a computer 895 , for example a computer at the office of a doctor who is proving care for the patient.
- apparatus 810 is one of a mat assembly 500 , a foot cover 600 , or other measurement device and one or both of smart phone 830 and laptop 840 are used by the patient to receive information and notifications related to measurements made by mat assembly 500 .
- FIG. 13 depicts a sensing band 550 , according to the present disclosure.
- a SEM sensor as described herein for example sensor 90 or sensor 400 , is embedded in a band 554 that can be wrapped around a calf 60 as shown in FIG. 13 .
- band 554 comprises sensors configured to measure one or more of oxygenation of the tissue, which may comprise measurement of one or both of oxyhemoglobin and deoxyhemoglobin, temperature of one or more points on the skin, pulse rate, blood volume and blood pressure.
- the combination of measurements made by band 554 provides information regarding the flow of blood to the foot, where reduced blood flow is a possible indication of susceptibility to formation of DFUs. In an aspect, this information comprises measurement of blood volume and refill times on the portion of the calf 60 that is proximate to band 554 .
- FIG. 14A depicts an integrated sensor and stimulator assembly 201 suitable for treatment of a pressure ulcer, according to the present disclosure.
- an integrated sensor and stimulator assembly 201 is provided to a patient in need thereof.
- Assembly 201 has a substrate 210 with a plurality of sensors 90 disposed on a first surface.
- Sensors 90 are configured to measure sub-epidermal moisture (SEM) as an indication of tissue health at the location of the respective sensor 90 .
- SEM sub-epidermal moisture
- assembly 201 comprises an absorbent pad and a non-stick layer (not shown in FIG. 14A ) overlaid upon sensors 90 and electrodes 212 A, 212 B.
- assembly 201 comprises a layer of adhesive (not shown in FIG. 14A ) overlaid upon a portion of substrate 210 so as to allow assembly 201 to be adhesively attached to the skin of a patient.
- substrate 201 may be permeable to gas while impervious to fluid.
- a standard bandage (the absorbent pad, non-stick layer, and covering substrate) with a therapeutic instrument, such as electrodes 212 A, 212 B and the associated external controller, with one or more sensors 90 provides a means of protecting the wound, improving the healing process, and monitoring the healing without disturbing the assembly 201 .
- FIG. 14B depicts the sole of a foot 20 of a patient having a pressure ulcer 205 .
- FIG. 14C depicts an assembly 201 adhered to the sole of foot 20 over the pressure ulcer 205 .
- assembly 201 is placed over ulcer 205 and left in place for several days.
- assembly 201 comprises a toroidal pad that relieves the pressure on the pressure ulcer 205 .
- the external controller of electrodes 212 A, 212 B is periodically attached to electrodes 212 A, 212 B to apply a therapeutic stimulus. During the interval between these stimuli, the external controller of the sensors 90 is attached to one or more of the sensors 90 to make a SEM measurement.
- assembly 201 comprises a battery and wireless communication capability that enables the external controller to cause the stimulus to be applied through electrodes 212 A, 212 B without a wired connection to the assembly.
- the assembly may be configured to allow the external controller to communicate with the sensors 90 to make and receive SEM measurements without a wired connection.
- the assembly 201 comprises a microcontroller configured to apply the therapeutic stimulus and make SEM measurements and wirelessly transmit information, such as the SEM values.
- FIG. 14D depicts a bandage assembly 202 adapted for placement over a pressure ulcer on the sacrum of a patient in need thereof.
- the assembly 202 comprises substrate 220 that is porous to gas while impervious to fluid.
- the assembly 202 comprises a pad 222 (seen from the external side in FIG. 14D ) that provides both protective padding and absorption.
- a single sensor 90 is positioned on the underside of the pad 222 such that the sensor is directly over the pressure ulcer when the assembly is applied over an early-stage pressure ulcer with unbroken skin.
- the electrodes 214 A, 214 B are location adjacent to the sensor 90 and on the same underside so that they will be in contact with the skin of the patient. In this configuration, the assembly 202 can be placed over an early-stage ulcer and protect, improve the healing process, and monitor the progress of the healing with removal of the assembly 202 or disturbance of the wound.
- FIG. 15A illustrates a method used to take SEM measurements starting at the posterior heel using an apparatus according to the present disclosure.
- the forefoot was dorsiflexed such that the toes were pointing towards the shin.
- a bioimpedance sensor 1520 was positioned at the base of the heel 1530 .
- the electrode was adjusted for full contact with the heel, and multiple SEM measurements were then taken in a straight line towards the toes, including the ball of the foot 1540 .
- the ball of the foot is one of the primary locations of diabetic foot ulcer.
- FIG. 15B illustrates a method used to take SEM measurements starting at the lateral heel using an apparatus according to the present disclosure.
- the toes were pointed away from the body and rotated inward towards the medial side of the body.
- an electrode was placed on the lateral side of the heel 1550 .
- a bioimpedance sensor 1520 was adjusted for full contact with the heel, and multiple SEM measurements were taken in a straight line towards the bottom of the foot.
- the ball of the foot 1540 is also shown in FIG. 15B .
- FIG. 15C illustrates a method used to take SEM measurements starting at the medial heel using an apparatus according to the present disclosure.
- the toes were pointed away from the body and rotated outwards toward the lateral side of the body.
- the electrode was placed on the medial side of the heel 1560 .
- a bioimpedance sensor 1520 was adjusted for full contact with the heel, and multiple measurements were taken around the back of the heel in a curve.
- Embodiment 1 An apparatus for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the apparatus comprising: a plurality of electrodes embedded on a substrate, where a pair of the electrodes is capable of forming a capacitive sensor configured to measure a first capacitance of a first region of tissue proximate to the capacitive sensor, a drive circuit electronically coupled to the electrodes, a processor electronically coupled to the drive circuit, and a non-transitory computer-readable medium electronically coupled to the processor and comprising instructions stored thereon that, when executed on the processor, perform the steps of: receiving information regarding the measured first capacitance from the drive circuit, comparing the measured first capacitance to a first reference value, and providing a signal if the measured first capacitance differs from the first reference value by an amount greater than a first predetermined threshold.
- Embodiment 2 The apparatus of embodiment 1, where the first reference value is predetermined.
- Embodiment 3 The apparatus of embodiment 1, where the first reference value is determined by measurement of the first capacitance at a time when the first region of tissue is healthy.
- Embodiment 4 The apparatus of embodiment 1, where the first reference value is determined from measurements of the first capacitance at the first region of tissue one or more times prior to the most recent measurement of the first capacitance.
- Embodiment 5 The apparatus of embodiment 1, where the first reference value is determined by a measurement from a bisymmetric location.
- Embodiment 6 The apparatus of embodiment 1, where the first reference value is a measurement of a second capacitance of a second region of tissue that is separated from the first region of tissue.
- Embodiment 7 The apparatus of embodiment 6, where the second region of tissue is known to be healthy.
- Embodiment 8 The apparatus of embodiment 6, where the second capacitance is measured at approximately the same time as the first capacitance.
- Embodiment 9 The apparatus of embodiment 1, the apparatus further comprising one or more temperature sensors that are configured to measure a temperature of the first region of tissue and are coupled to the processor, where: the instructions further comprise: a step of receiving information regarding the measured temperature from the one or more temperature sensors, and a step of comparing the measured temperature to a second reference value, and a step of providing a signal comprising providing the signal if the measured first capacitance differs from the first reference value by an amount greater than the predetermined first threshold and the measured temperature differs from the second reference value by an amount greater than a predetermined second threshold.
- Embodiment 10 The apparatus of embodiment 1, the apparatus further comprising one or more optical sensors configured to image an underside of a foot of a patient while the patient is standing on the substrate.
- Embodiment 11 A method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first capacitance value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first capacitance value differs from a first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from a second reference value by an amount greater than a second predetermined threshold.
- Embodiment 12 The method of embodiment 11, where the first reference value is predetermined.
- Embodiment 13 The method of embodiment 11, where the first reference value is determined by measurement of the first capacitance at a time when the first location of a patient's skin is healthy.
- Embodiment 14 The method of embodiment 11, where the first reference value is determined from measurements of the first capacitance at the first location of a patient's skin at one or more times prior to the most recent measurement of the first capacitance.
- Embodiment 15 The method of embodiment 11, where the first reference value is a measurement of a second capacitance of a second location of a patient's skin that is separated from the first location of a patient's skin.
- Embodiment 16 The method of embodiment 15, where the second region of a patient's skin is known to be healthy.
- Embodiment 17 The method of embodiment 15, where the second capacitance is measured at approximately the same time as the first capacitance.
- Embodiment 18 A method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first sub-epidermal moisture (SEM) value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first SEM value differs from a first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from a second reference value by an amount greater than a second predetermined threshold.
- SEM sub-epidermal moisture
- Embodiment 19 The method of embodiment 18, where the first reference value is predetermined.
- Embodiment 20 The method of embodiment 18, where the first reference value is determined by measurement of the first SEM value at a time when the first location of a patient's skin is healthy.
- Embodiment 21 The method of embodiment 18, where the first reference value is determined from measurements of the first SEM value at the first location of a patient's skin at one or more times prior to the most recent measurement of the first SEM value.
- Embodiment 22 The method of embodiment 18, where the first reference value is a measurement of a second SEM value of a second location of a patient's skin that is separated from the first location of a patient's skin.
- Embodiment 23 The method of embodiment 22, where the second location of a patient's skin is known to be healthy.
- Embodiment 24 The method of embodiment 22, where the second SEM value is measured at approximately the same time as the first SEM value.
- Embodiment 25 An integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a plurality of sensors disposed on a flexible substrate, where the plurality of sensors are configured to measure sub-epidermal moisture (SEM) values at respective locations of the patient's skin; two electrodes disposed on the flexible substrate; and an external controller electrically connected to the two electrodes, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase.
- SEM sub-epidermal moisture
- Embodiment 26 The apparatus of embodiment 25, further comprising an absorbent pad.
- Embodiment 27 The apparatus of embodiment 25, further comprising a layer of adhesive.
- Embodiment 28 The apparatus of embodiment 25, where the flexible substrate is permeable to gas while impervious to fluid.
- Embodiment 29 An integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a sensor comprising two electrodes disposed on a flexible substrate such that a current passing between the electrodes will pass through tissue proximate to a location of the patient's skin; and an external controller electrically connected to the two electrodes.
- Embodiment 30 The integrated apparatus of embodiment 29, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase.
Landscapes
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Animal Behavior & Ethology (AREA)
- Veterinary Medicine (AREA)
- Public Health (AREA)
- Biomedical Technology (AREA)
- General Health & Medical Sciences (AREA)
- Heart & Thoracic Surgery (AREA)
- Molecular Biology (AREA)
- Biophysics (AREA)
- Physics & Mathematics (AREA)
- Surgery (AREA)
- Medical Informatics (AREA)
- Pathology (AREA)
- Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
- Radiology & Medical Imaging (AREA)
- Dermatology (AREA)
- Vascular Medicine (AREA)
- Child & Adolescent Psychology (AREA)
- Developmental Disabilities (AREA)
- Educational Technology (AREA)
- Hospice & Palliative Care (AREA)
- Psychiatry (AREA)
- Psychology (AREA)
- Social Psychology (AREA)
- Measuring And Recording Apparatus For Diagnosis (AREA)
- Measurement And Recording Of Electrical Phenomena And Electrical Characteristics Of The Living Body (AREA)
- General Physics & Mathematics (AREA)
- Electrotherapy Devices (AREA)
- Acyclic And Carbocyclic Compounds In Medicinal Compositions (AREA)
Abstract
Description
- This application claims the benefit of priority of U.S. Provisional Application 62/454,482 filed Feb. 3, 2017, and U.S. Provisional Application 62/521,917 filed Jun. 19, 2017, each of which is herein incorporated by reference in its entirety.
- The present disclosure provides apparatus and methods for assessment of a foot of a patient at risk for development of diabetic foot ulcers.
- Diabetic foot ulcers are responsible for more hospitalizations than any other complication of diabetes. Nonenzymatic glycation induced by an elevated level of blood sugar causes ligaments to stiffen and increases cross-linking in collagen. These conditions can lead to damage to cellular walls and blood vessels that result in an initial increase the amount of extracellular fluid (ECF). Peripheral neuropathy causes loss of protective sensation and loss of coordination of muscle groups in the foot and leg. The neuropathy can cause an increase in the mechanical stresses within the foot during ambulation and standing that, combined with the weakened tissue induced by the diabetes, will progress to tissue death if the stress is not reduced. The neuropathy also reduces the patient's ability to perceive pain that is normally associated with the stress and tissue damage, thereby allowing the condition to progress.
- Every year, approximately 5% of diabetics develop a foot ulcer and 1% will require amputation of a digit or some portion of the foot. Long term, 15% of patients with diabetes will develop a foot ulcer and 12-24% will require amputation. Diabetes is the leading cause of nontraumatic lower extremity amputations in the United States. 20-30% of the overall cost of treating diabetes is related to the treatment and healing of foot ulcers after they occur.
- The current approach to the prevention of diabetic foot ulcers is patient education, foot skin and toenail care, appropriate footwear selection, and proactive surgical intervention. A means of detecting a pre-ulcer condition would enable implementation of preventive techniques such as offloading and improved hygiene.
- In an aspect, the present disclosure provides for, and includes, an apparatus for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the apparatus comprising: a plurality of electrodes embedded on a substrate, where a pair of the electrodes is capable of forming a capacitive sensor configured to measure a first capacitance of a first region of tissue proximate to the capacitive sensor, a circuit electronically coupled to the electrodes, a processor electronically coupled to the circuit, and a non-transitory computer-readable medium electronically coupled to the processor and comprising instructions stored thereon that, when executed on the processor, perform the steps of: receiving information from the circuit regarding the measured first capacitance from the capacitive sensor, comparing the measured first capacitance to a first reference value, and providing a signal if the measured first capacitance differs from the first reference value by an amount greater than a first predetermined threshold.
- In one aspect, the present disclosure provides for, and includes, a method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising:
- obtaining a first capacitance value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first capacitance value differs from the first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from the second reference value by an amount greater than a second predetermined threshold.
- In an aspect, the present disclosure provides for, and includes, a method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first sub-epidermal moisture (SEM) value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first SEM value differs from the first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from the second reference value by an amount greater than a second predetermined threshold.
- In one aspect, the present disclosure provides for, and includes, an integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, said apparatus comprising: a plurality of sensors disposed on a flexible substrate, wherein the plurality of sensors are configured to measure sub-epidermal moisture (SEM) values at respective locations of the patient's skin; two electrodes disposed on the flexible substrate; and an external controller electrically connected to the two electrodes, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase.
- In an aspect, the present disclosure provides for, and includes, an integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a sensor comprising two electrodes disposed on a flexible substrate such that a current passing between the electrodes will pass through tissue proximate to a location of the patient's skin; and an external controller electrically connected to the two electrodes.
- Aspects of the disclosure are herein described, by way of example only, with reference to the accompanying drawings. With specific reference now to the drawings in detail, it is stressed that the particulars shown are by way of example and are for purposes of illustrative discussion of aspects of the disclosure. In this regard, the description and the drawings, considered alone and together, make apparent to those skilled in the art how aspects of the disclosure may be practiced.
-
FIG. 1A depicts the anatomy of a foot. -
FIG. 1B is an enlarged view of area A ofFIG. 1A . -
FIG. 2A depicts an initial open ulcer at time_0. -
FIG. 2B depicts the pressure profile created in the condition ofFIG. 2A . -
FIG. 2C depicts the same region of tissue ofFIG. 2A at time_1. -
FIG. 2D depicts the same region of tissue ofFIGS. 2A and 2C at time_2. -
FIG. 3A discloses a toroidal bioimpedance sensor. -
FIG. 3B discloses an idealized field map created by the toroidal sensor ofFIG. 3A when activated. -
FIG. 3C discloses a SEM scanner that comprises the sensor ofFIG. 3A . -
FIG. 4 is a first exemplary array of electrodes. -
FIG. 5 is an exemplary array of electrodes according to the present disclosure. -
FIG. 6A illustrates a first example of how the array of electrodes disclosed inFIG. 5 is configured to form a bioimpedance sensor according to the present disclosure. -
FIG. 6B illustrates a first example of how the array of electrodes disclosed inFIG. 5 is configured to form a bioimpedance sensor according to the present disclosure. -
FIG. 6C illustrates an example of a first sensor formed in an array of electrodes according to the present disclosure. -
FIG. 6D illustrates an example of how a second sensor is formed to overlap with the first sensor ofFIG. 6C according to the present disclosure. -
FIG. 6E shows an example of how sensors as shown inFIG. 6A are formed from an array of electrodes that is larger than the portion of the patient's skin that is being positioned against the array, according to the present disclosure. -
FIG. 6F illustrates locations on the left and right feet for SEM measurements according to the present disclosure. -
FIG. 6G is a plot of SEM values associated with known relative locations for identifying bisymmetric locations according to the present disclosure. -
FIG. 7A depicts a first example of a mat assembly that incorporates a plurality of bioimpedance sensors according to the present disclosure. -
FIG. 7B depicts a second example of a mat assembly that comprises arrays of electrical sensors, according to the present disclosure, disposed so as to underlie the left and right feet, respectively, of a patient while standing on the mat assembly. -
FIG. 7C depicts a third example of a mat assembly that comprises one or more sensors disposed within each of the outlines according to the present disclosure. -
FIG. 8A discloses a foot cover that incorporates bioimpedance sensors according to the present disclosure. -
FIG. 8B is a cutaway view of the foot cover ofFIG. 8A , showing the location of the bioimpedance sensors according to the present disclosure. -
FIG. 9 disclose a sandal that incorporates bioimpedance sensors according to the present disclosure. -
FIG. 10A depicts a first example configuration of the addressable electrodes ofFIG. 5 that vary the performance capabilities of the sensor according to the present disclosure. -
FIG. 10B depicts a second example configuration of the addressable electrodes ofFIG. 5 that vary the performance capabilities of the sensor according to the present disclosure. -
FIG. 10C depicts a third example configuration of the addressable electrodes ofFIG. 5 that vary the performance capabilities of the sensor according to the present disclosure. -
FIG. 11A shows an exemplary configuration of a substrate shaped to be positioned in a known position on a patient's skin according to the present disclosure. -
FIG. 11B shows a front view of the exemplary configuration ofFIG. 11A according to the present disclosure. -
FIG. 12 depicts a schematic depiction of an integrated system for measurement, evaluation, storage, and transfer of SEM values according to the present disclosure. -
FIG. 13 depicts a sensing band according to the present disclosure. -
FIGS. 14A, 14B, and 14C depict an integrated sensor and stimulator assembly suitable for treatment of a pressure ulcer, according to the present disclosure. -
FIG. 14D depicts a bandage assembly suitable for treatment of a pressure ulcer, according to the present disclosure. -
FIG. 15A illustrates an exemplary method for taking SEM measurements starting at the posterior heel in accordance with the present disclosure. -
FIG. 15B illustrates an exemplary method for taking SEM measurements starting at the lateral heel in accordance with the present disclosure. -
FIG. 15C illustrates an exemplary method for taking SEM measurements starting at the medial heel in accordance with the present disclosure. - The present disclosure describes measurement of various electrical characteristics and derivation of SEM values indicative of an increase in the amount of ECF and the application of this information to the assessment of susceptibility to diabetic foot ulcers as well as treatment of ulcers.
- Diabetic foot ulcers are known to occur in areas subject to repetitive moderate loads, particularly in areas where bony portions of the foot apply transfer body weight to the adjacent tissue while standing. Damage may initially occur in tissue below the skin and is, therefore, not detectable by visual inspection. The initial damage will release fluid into the extracellular spaces, which can be detected through the measurement of electrical properties of the sub-epidermal tissue, for example the capacitance of the tissue. Monitoring the ECF in at-risk areas will detect deterioration of the tissue that, if left unchecked, will progress to an open ulcer.
- This description is not intended to be a detailed catalog of all the different ways in which the disclosure may be implemented, or all the features that may be added to the instant disclosure. For example, features illustrated with respect to one embodiment may be incorporated into other embodiments, and features illustrated with respect to a particular embodiment may be deleted from that embodiment. Thus, the disclosure contemplates that in some embodiments of the disclosure, any feature or combination of features set forth herein can be excluded or omitted. In addition, numerous variations and additions to the various embodiments suggested herein will be apparent to those skilled in the art in light of the instant disclosure, which do not depart from the instant disclosure. In other instances, well-known structures, interfaces, and processes have not been shown in detail in order not to unnecessarily obscure the invention. It is intended that no part of this specification be construed to effect a disavowal of any part of the full scope of the invention. Hence, the following descriptions are intended to illustrate some particular embodiments of the disclosure, and not to exhaustively specify all permutations, combinations and variations thereof
- Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this disclosure belongs. The terminology used in the description of the disclosure herein is for the purpose of describing particular aspects or embodiments only and is not intended to be limiting of the disclosure.
- All publications, patent applications, patents and other references cited herein are incorporated by reference in their entireties for the teachings relevant to the sentence and/or paragraph in which the reference is presented. References to techniques employed herein are intended to refer to the techniques as commonly understood in the art, including variations on those techniques or substitutions of equivalent techniques that would be apparent to one of skill in the art.
- U.S. patent application Ser. No. 14/827,375 discloses an apparatus that uses radio frequency (RF) energy to measure the sub-epidermal capacitance using a bipolar sensor similar to the
sensor 90 shown inFIG. 3A , where the sub-epidermal capacitance corresponds to the moisture content of the target region of skin of a patient. The '375 application also discloses an array of these bipolar sensors of various sizes. - U.S. patent application Ser. No. 15/134,110 discloses an apparatus for measuring sub-epidermal moisture (SEM) similar to the device shown in
FIG. 3C , where the device emits and receives an RF signal at a frequency of 32 kHz through a single coaxial sensor and generates a bioimpedance signal, then converts this signal to a SEM value. - Both U.S. patent application Ser. Nos. 14/827,375 and 15/134,110 are incorporated herein by reference in their entireties.
- Unless the context indicates otherwise, it is specifically intended that the various features of the disclosure described herein can be used in any combination. Moreover, the present disclosure also contemplates that in some embodiments of the disclosure, any feature or combination of features set forth herein can be excluded or omitted.
- The methods disclosed herein include and comprise one or more steps or actions for achieving the described method. The method steps and/or actions may be interchanged with one another without departing from the scope of the present invention. In other words, unless a specific order of steps or actions is required for proper operation of the embodiment, the order and/or use of specific steps and/or actions may be modified without departing from the scope of the present invention.
- As used in the description of the disclosure and the appended claims, the singular forms “a,” “an” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise.
- As used herein, “and/or” refers to and encompasses any and all possible combinations of one or more of the associated listed items, as well as the lack of combinations when interpreted in the alternative (“or”).
- The terms “about” and “approximately” as used herein when referring to a measurable value such as a length, a frequency, or a SEM value and the like, is meant to encompass variations of ±20%, ±10%, ±5%, ±1%, ±0.5%, or even ±0.1% of the specified amount.
- As used herein, phrases such as “between X and Y” and “between about X and Y” should be interpreted to include X and Y. As used herein, phrases such as “between about X and Y” mean “between about X and about Y” and phrases such as “from about X to Y” mean “from about X to about Y.”
- As used herein, the term “sub-epidermal moisture” or “SEM” refers to the increase in tissue fluid and local edema caused by vascular leakiness and other changes that modify the underlying structure of the damaged tissue in the presence of continued pressure on tissue, apoptosis, necrosis, and the inflammatory process.
- As used herein, a “system” may be a collection of devices in wired or wireless communication with each other.
- As used herein, “interrogate” refers to the use of radiofrequency energy to penetrate into a patient's skin.
- As used herein, a “patient” may be a human or animal subject.
- As used herein, “healthy” may describes tissue that does not exhibit symptoms of damage to cellular walls or blood vessels, where the presence of an increased amount of ECF is an indication of such damage.
- As used herein, “extracellular fluid” or “ECF” refers to bodily fluid contained outside of cells, including plasma, interstitial fluid, and transcellular fluid.
- As used herein, “susceptible to formation of a diabetic foot ulcer” may describe tissue that exhibit symptoms of damage to cellular walls or blood vessels, such as edema or an increased amount of ECF, yet no open ulcer is present.
- As used herein, “time_0” refers to an initial time point, for example, when an open ulcer is first detected.
- As used herein, “time_1” refers to a time point later than time_0.
- As used herein, “
time 2” refers to a time point later than time_1. -
FIG. 1A is a side view of a portion of the anatomy of afoot 20. The areas of the foot that are most likely to develop a diabetic foot ulcer are the heel, located below thecalcaneus bone 21, and the pad of the foot, located under themetatarsal bone 22. -
FIG. 1B is an enlarged view of the area “A” ofFIG. 1A . The ends of themetatarsal bone 22 and the adjoiningphalange bone 23 are shown in proximity to theskin 24 of the sole of thefoot 20. A portion of the body weight of the patient creates acompressive force 30 applied by themetatarsal bone 22 to the tissue inregion 40.Force 30 is opposed by resistive force 36 applied by the floor to theskin 24 underregion 40 to support the patient. Muscular activity by the patient, for example walking or simply balancing on their feet while standing, createsshear force 32 between themetatarsal bone 22 andtissue 40 as well as the resistingshear force 38 between the floor and theskin 24. Thus, the tissue inregion 40 is simultaneously subject to both compression and shear forces. - It has been observed that a healthy patient will shift their weight from foot to foot as well as shift their center of mass relative to their feet while standing stationary. This limits the duration of time during which forces are applied to any particular region of tissue. Peripheral neuropathy, however, reduces the sensation in the tissue that is created by the patient's weight and, therefore, reduces the unconscious shifting of their weight and patients suffering from peripheral neuropathy are observed to lack the normal motion while standing. This leads to extended period of time of continuous compressive force being applied to local areas of tissue, such as
region 40. This extended exposure to moderate levels of force is thought to contribute to the formation of ulcers in these areas. -
FIGS. 2A, 2B, 2C, and 2D depict the conditions and progression of an open ulcer.FIG. 2A depicts an initialopen ulcer 50A at time_0. Theulcer 50A is surrounded by a ring of increasedpressure 52A. -
FIG. 2B shows the pressure profile created in the condition ofFIG. 2A . The force applied by the floor, or by a shoe worn by the patient, is applied as a locallyuniform pressure 56 to theskin 24 of thefoot 20. The appliedpressure 56 is opposed internally by forces 53. No pressure can be applied over theulcer 50, as the tissue has sloughed away. Thus, the internal forces in thetoroidal region 52A increase to a peak 54 to pick up the force that would have been applied to theulcer 50. Thispeak force 54 is high enough to cause further tissue damage in thering 52A. A callus will commonly form over theregion 52A as the body attempts to protect itself from the increased pressure. The tissue below the callus, however, is still being damaged and will exhibit an increase in ECF. -
FIG. 2C depicts the same region of tissue at time_1 that is subsequent to time_0. The increased level of pressure inregion 52A led to tissue death inregion 52A and the tissue inregion 52 has sloughed away so that theulcer 50B is larger than theprior ulcer 50A. The appliedpressure 56 has not changed, however, so now the tissue in theregion 52B around thelarger ulcer 50B must pick up even more force. This accelerates the expansion of theulcer 50 as the tissue in areregion 52B dies quicker under the higher applied load. -
FIG. 2D depicts the same region of tissue asFIGS. 2A and 2C , now at time_2 that is subsequent to time_1. Theulcer 50 has grown to size 50C and theregion 52C of increased pressure is large than theprior regions - In the situation shown in
FIG. 2A , where an ulcer has formed, interventional therapies will be introduced to prevent the growth of theulcer 50 and allow the body to heal theopen ulcer 50. Therapies may involve placing pressure-relieving pads around the ulcer to spread thepressure 56 over a larger region of healthy tissue and eliminate the peak 54 that leads to further damage. Determining whether the therapy is working, however, is only possible by observation over time that the ulcer is not progressing. -
FIG. 3A discloses atoroidal bioimpedance sensor 90. In this exemplary configuration, acenter electrode 110 is surrounded by aring electrode 120. Without being limited to a particular theory, the gap between the two electrodes affects the depth of field penetration into the substrate belowsensor 90. In one aspect, a ground plane (not visible inFIG. 3A ), is parallel to and separate from the plane of the electrodes and, in an aspect, extends beyond the outer diameter ofring electrode 120. Without being limited to a particular theory, a ground plane may limit the field betweenelectrodes electrodes electrodes -
FIG. 3B discloses an idealized field map created by a toroidal sensor ofFIG. 3A when activated by a drive circuit (not shown inFIG. 3B ). When an electric voltage is applied acrosselectrodes electric field 140 is generated betweenelectrodes electrodes field 150. The diameter ofcenter electrode 110, the inner and outer diameters ofring electrode 120, and the gap betweenelectrodes field 140, for example the depth offield 150. - In use, a drive circuit can measure an electrical property or parameter that comprises one or more electrical characteristics selected from the group consisting of a resistance, a capacitance, an inductance, an impedance, a reluctance, and other electrical characteristics as sensed by
electric field 140. Depending on the type of drive circuit being employed in an apparatus, a sensor of an apparatus may be a bipolar radiofrequency sensor, a bioimpedance sensor, a capacitive sensor, or an SEM sensor. In an aspect, a measured electrical parameter is related to the moisture content of the epidermis of a patient at a depth that is determined by the geometry ofelectrodes electrical field 140, and other operating characteristics of the apparatus drive circuit. In one aspect, a measured moisture content is equivalent to the SEM content with a value on a predetermined scale. In an aspect, a predetermined scale may range from 0 to 20, such as from 0 to 1, from 0 to 2, from 0 to 3, from 0 to 4, from 0 to 5, from 0 to 6, from 0 to 7, from 0 to 8, from 0 to 9, from 0 to 10, from 0 to 11, from 0 to 12, from 0 to 13, from 0 to 14, from 0 to 15, from 0 to 16, from 0 to 17, from 0 to 18, from 0 to 19. In one aspect, a predetermined scaled can be scaled by a factor or a multiple based on the values provided herein. In an aspect, multiple measurements are taken while varying one or more of these operating characteristics between readings, thereby providing information related to the moisture content at various depths of the skin. - One or more regions may be defined on a body. In an aspect, measurements made within a region are considered comparable to each other. A region may be defined as an area on the skin of the body wherein measurements may be taken at any point within the area. In an aspect, a region corresponds to an anatomical region (e.g., heel, ankle, lower back). In an aspect, a region may be defined as a set of two or more specific points relative to anatomical features wherein measurements are taken only at the specific points. In an aspect, a region may comprise a plurality of non-contiguous areas on the body. In an aspect, the set of specific locations may include points in multiple non-contiguous areas.
- In an aspect, a region is defined by surface area. In an aspect, a region may be, for example, between 5 and 200 cm2, between 5 and 100 cm2, between 5 and 50 cm2, or between 10 and 50 cm2, between 10 and 25 cm2, or between 5 and 25 cm2.
- In an aspect, measurements may be made in a specific pattern or portion thereof. In an aspect, the pattern of readings is made in a pattern with the target area of concern in the center. In an aspect, measurements are made in one or more circular patterns of increasing or decreasing size, T-shaped patterns, a set of specific locations, or randomly across a tissue or region. In an aspect, a pattern may be located on the body by defining a first measurement location of the pattern with respect to an anatomical feature with the remaining measurement locations of the pattern defined as offsets from the first measurement position.
- In an aspect, a plurality of measurements are taken across a tissue or region and the difference between the lowest measurement value and the highest measurement value of the plurality of measurements is recorded as a delta value of that plurality of measurements. In an aspect, 3 or more, 4 or more, 5 or more, 6 or more, 7 or more, 8 or more, 9 or more, or 10 or more measurements are taken across a tissue or region.
- In an aspect, a threshold may be established for at least one region. In an aspect, a threshold of 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, or other value may be established for the at least one region. In an aspect, a delta value is identified as significant when the delta value of a plurality of measurements taken within a region meets or exceeds a threshold associated with that region. In an aspect, each of a plurality of regions has a different threshold. In an aspect, two or more regions may have a common threshold.
- In an aspect, a threshold has both a delta value component and a chronological component, wherein a delta value is identified as significant when the delta value is greater than a predetermined numerical value for a predetermined portion of a time interval. In an aspect, the predetermined portion of a time interval is defined as a minimum of X days wherein a plurality of measurements taken that day produces a delta value greater than or equal to the predetermined numerical value within a total of Y contiguous days of measurement. In an aspect, the predetermined portion of a time interval may be defined as 1, 2, 3, 4, or 5 consecutive days on which a plurality of measurements taken that day produces a delta value that is greater than or equal to the predetermined numerical value. In an aspect, the predetermined portion of a time interval may be defined as some portion of a different specific time period (weeks, month, hours etc.).
- In an aspect, a threshold has a trending aspect wherein changes in the delta values of consecutive pluralities of measurements are compared to each other. In an aspect, a trending threshold is defined as a predetermined change in delta value over a predetermined length of time, wherein a determination that the threshold has been met or exceeded is significant. In an aspect, a determination of significance will cause an alert to be issued. In an aspect, a trend line may be computed from a portion of the individual measurements of the consecutive pluralities of measurements. In an aspect, a trend line may be computed from a portion of the delta values of the consecutive pluralities of measurements.
- In an aspect, the number of measurements taken within a single region may be less than the number of measurement locations defined in a pattern. In an aspect, a delta value will be calculated after a predetermined initial number of readings, which is less than the number of measurement locations defined in a pattern, have been taken in a region and after each additional reading in the same region, wherein additional readings are not taken once the delta value meets or exceeds the threshold associated with that region.
- In an aspect, the number of measurements taken within a single region may exceed the number of measurement locations defined in a pattern. In an aspect, a delta value will be calculated after each additional reading.
- In an aspect, a quality metric may be generated for each plurality of measurements. In an aspect, this quality metric is chosen to assess the repeatability of the measurements. In an aspect, this quality metric is chosen to assess the skill of the clinician that took the measurements. In an aspect, the quality metric may include one or more statistical parameters, for example an average, a mean, or a standard deviation. In an aspect, the quality metric may include one or more of a comparison of individual measurements to a predefined range. In an aspect, the quality metric may include comparison of the individual measurements to a pattern of values, for example comparison of the measurement values at predefined locations to ranges associated with each predefined location. In an aspect, the quality metric may include determination of which measurements are made over healthy tissue and one or more evaluations of consistency within this subset of “healthy” measurements, for example a range, a standard deviation, or other parameter.
- In one aspect, a measurement, for example, a threshold value, is determined by SEM Scanner Model 200 (Bruin Biometrics, LLC, Los Angeles, Calif.). In another aspect, a measurement is determined by another SEM scanner.
- In an aspect, a measurement value is based on a capacitance measurement by reference to a reference device. In an aspect, a capacitance measurement can depend on the location and other aspects of any electrode in a device. Such variations can be compared to a reference SEM device such as an SEM Scanner Model 200 (Bruin Biometrics, LLC, Los Angeles, Calif.). A person of ordinary skill in the art understands that the measurements set forth herein can be adjusted to accommodate a difference capacitance range by reference to a reference device.
-
FIG. 3C provides top and bottom views of aSEM scanner 170 that contains electronics that drivesensor 174, which is similar tosensor 90 ofFIG. 3A , and measure a capacitance betweenelectrodes display 176. - Aspects of
sensor 90 andSEM scanner 170 are disclosed in WO 2016/172263, from which the U.S. patent application Ser. No. 15/134,110 was filed as a national phase entry, all of which are incorporated by reference herein in their entireties. -
FIG. 4 depicts anexemplary electrode array 290, according to the present disclosure.Array 290 is composed ofindividual electrodes 300 disposed, in this example, in a regular pattern over asubstrate 292. In an aspect, eachelectrode 300 is separately coupled (through conductive elements not shown inFIG. 4 ) to a circuit (not shown inFIG. 4 ) that is configured to measure an electrical parameter. In one aspect, a “virtual sensor” is created by selective connection of predetermined subsets ofelectrodes 300 to a common element of a circuit. In this example, aparticular electrode 310 is connected as a center electrode, similar toelectrode 110 ofFIG. 3A , and sixelectrodes 320A-320F are connected together as a “virtual ring” electrode, similar toelectrode 120 ofFIG. 3A . In an aspect, two individual electrodes are individually connected to the circuit to form a virtual sensor, forexample electrodes more electrodes 300 are connected together to form one or the other of the electrodes of a two-electrode sensor. - Any pair of electrodes, whether composed of single electrodes or a set of electrodes coupled together to form virtual electrodes, is coupled to electronics (not shown in
FIG. 4 ) that are configured to measures an electrical property or parameter that comprises one or more of a resistance, a capacitance, an inductance, an impedance, a reluctance, or other electrical characteristic with one or more ofsensors -
FIG. 5 depicts anotherexemplary array 400 ofelectrodes 410, according to the present disclosure. In this non-limiting example, each of theelectrodes 410 is an approximate hexagon that is separated from each of the surroundingelectrodes 410 by agap 420. In one aspect,electrodes 410 are one of circles, squares, pentagons, or other regular or irregular shapes. In an aspect,gap 420 is uniform between allelectrodes 410. In one aspect,gap 420 varies between various electrodes. In one aspect,gap 420 has a width that is narrower than the cross-section of each of theelectrodes 410.Electrodes 410 may be interconnected to form virtual sensors as described below with respect toFIGS. 6A-6B and 10A-10C . -
FIG. 6A depicts anarray 400 ofelectrodes 410 that are configured, e.g. connected to a measurement circuit, to form anexemplary sensor 430, according to the present disclosure. A singlehexagonal electrode 410 that is labeled with a “1” forms a center electrode and a ring ofelectrodes 410 that are marked with a “2” are interconnected to form a ring electrode. In an aspect,electrodes 410 between the center and ring electrode are electrically “floating.” In one aspect,electrodes 410 between the center and ring electrode are grounded or connected to a floating ground. In an aspect,electrodes 410 that are outside the ring electrode are electrically “floating.” In one aspect,electrodes 410 that are outside a virtual ring electrode are grounded or connected to a floating ground. -
FIG. 6B depicts an alternate aspect where anarray 400 ofelectrodes 410 has been configured to form a virtual sensor 440, according to the present disclosure. In an aspect,multiple electrodes 410, indicated by a “1,” are interconnected to form a center electrode while a double-wide ring of electrodes, indicated by a “2,” are interconnected to form a ring electrode. In one aspect, various numbers and positions ofelectrodes 410 are interconnected to form virtual electrodes of a variety of sizes and shapes. -
FIGS. 6A and 6B depict an exemplary configuration of anelectrode array 400 that is capable of formingsensors 430 in multiple overlapping locations, according to the present disclosure. InFIG. 6A , avirtual sensor 430A has been formed withcenter electrode 432 formed by asingle electrode 410, indicated by a “1,” and aring electrode 434 formed by a plurality ofelectrodes 410, indicated by a “2.” Thissame array 400 is shown inFIG. 6B , where a newvirtual sensor 430B has been formed with acenter electrode 436, indicated by a “3,” andring electrode 438, indicated by a “4.” The position ofvirtual sensor 430A is shown by the dark outline. It can be seen thatvirtual sensor 430B overlaps the position ofvirtual sensor 430A, this allowing measurements to be made at a finer resolution than the diameter ofsensors 430. -
FIG. 6E shows howsensors 430 may be formed from an array ofelectrodes 400 that is larger than the portion of a patient's skin that is being positioned against the array, according to the present disclosure. In this example, the outline ofcontact area 450 of sole 22R of a right foot of a patient, as seen from underneath the foot, is shown overlaid onarray 400. In this example,sensor 430C has been formed in a location where a portion ofsensor 430C extends beyond the edge ofcontact area 450. In such a position, the capacitance or other electrical parameter measured bysensor 430C is lower than the capacitance measured bysensor 430D, which is positioned completely withincontact area 450. It can be seen that asensor 430 may be formed at any point withinarray 400 and, depending on the position ofsensor 430, may partially overlap the contact area at any level within the range of 0-100%. - In an aspect, two sensors may overlap 0-50%, such as 0-10%, 5-15%, 10-20%, 15-25%, 20-30%, 25-35%, 30-40%, 35%-45%, 40-50%, 0-25%, 15-35%, or 25-50%. In one aspect, two sensors may overlap 25-75%, such as 25-35%, 30-40%, 35%-45%, 40-50%, 45-55%, 50-60%, 55-65%, 60-70%, 65-75%, 25-50%, 40-55%, or 50-75%. In one aspect, two sensors may overlap 50-100%, such as 50-60%, 55-65%, 60-70%, 65-75%, 70-80%, 75%-85%, 80-90%, 85-95%, 90-100%, 50-75%, 65-85%, or 75-100%.
- In one aspect, an array of
sensors 400 may further comprise a plurality of contact sensors (not shown onFIG. 6E ) on the same planar surface as, and surrounding, each of the electrodes to ensure complete contact of the one or more virtual sensors to the skin surface. The plurality of contact sensors may be a plurality of pressure sensors, a plurality of light sensors, a plurality of temperature sensors, a plurality of pH sensors, a plurality of perspiration sensors, a plurality of ultrasonic sensors, a plurality of bone growth stimulator sensors, or a plurality of a combination of these sensors. In some embodiments, the plurality of contact sensors may comprise four, five, six, seven, eight, nine, or ten or more contact sensors surrounding each electrode. -
FIGS. 6F and 6G depict an example of how comparison of SEM values associated with sensors in known relative locations can identify bisymmetric locations, according to the present disclosure. In this example,sensors 430 are formed at non-overlapping locations, marked “A” to “H” inFIG. 6F , across acontact area 450R of aright foot 20R. The SEM values measured at each location are plotted in the graph ofFIG. 6G . In this example, the SEM value of locations “A” and “H” are low or zero, reflecting the non-overlap ofsensor 430 withcontact area 450 in those locations. The SEM values associated with locations “B” and “G” are higher, assensor 430 overlaps a portion ofcontact area 450 in those positions. The SEM values for locations C-D-E-F are higher and, in this example, approximately the same, indicating thatsensor 430 was completely withincontact area 450 at those locations. In an aspect, an SEM measurement apparatus such as apparatus 180 may determine that certain locations, for example locations “C” and “F,” are bisymmetric with respect to acenterline 452R ofright foot 20R. In one aspect, where a similar set of measurements is made at locations A′-H′ on a left foot 20L, a location on eachfoot 20L and 20R, for example locations E and E′, may be determined to be approximately bisymmetric. -
FIG. 7A depicts anexemplary mat assembly 500 that incorporates a plurality ofbioimpedance sensors 520, according to the present disclosure. Althoughsensors 520 are shown as toroidal sensors similar tosensors 90 depicted inFIG. 3A ,sensors 520 may be any configuration of electrical measurement sensor, including the configurations shown inFIGS. 4, 5, and 6A-6B .Sensors 520 are distributed acrosssubstrate 510. In an aspect, a portion ofsubstrate 510 is flexible. In one aspect, a portion ofsubstrate 510 is rigid. In an aspect, electrodes ofsensor 520 are electrically bare, thereby allowing conductive electrical contact with a patient's foot when a patient stands onmat assembly 500. In one aspect, electrodes ofsensor 520 are electrically insulated, for example by an insulating cover layer (not shown inFIG. 7A ), thereby allowing only capacitive electrical contact with a patient's foot when a patient stands onmat assembly 500. - In an aspect,
mat assembly 500 comprises one of more temperature sensors (not shown inFIG. 7A ), that detect the temperature of one or more locations on a foot. In one aspect, a temperature sensor is co-located withSEM sensor 520 so as to provide temperature and SEM measurements of a common location. - In one aspect of
mat assembly 500, a signal is provided when the measured capacitance differs from a reference capacitance value by an amount greater than a first threshold and the measured temperature differs from a temperature reference value by an amount greater than a second threshold. In an aspect, one or both of the thresholds are predetermined. In one aspect, a first threshold is set at the corresponding reference capacitance value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%. In one aspect, a second threshold is set at the corresponding reference temperature value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%. In one aspect, one or both of the capacitance and temperature reference values are determined from prior measurements, for example a rolling average of the past 5 sequential measurements or by an average of multiple measurements made in an earlier time period, e.g. a month earlier. - In one aspect, one or both of the capacitance and temperature reference values are determined from measurements made when the tissue was in a known healthy state, for example while in a doctor's office when a clinician has made an examination of the tissue and determined that the tissue is healthy, i.e. not susceptible to the formation of a diabetic foot ulcer.
-
FIG. 7B depicts anotherexemplary mat assembly 502 that comprisesarrays electrical sensors 520, wherearrays mat assembly 502. In an aspect, outlines 540L and 540R of the left and right feet are drawn overarrays -
FIG. 7C depicts an aspect of amat assembly 504 that has one ormore sensors 520 disposed within each of theoutlines sensors 520A is located in a position corresponding to portions of the foot that are most likely to develop an ulcer, for example the ball of a foot. In one aspect,sensors 520B may be located under the heel or other locations of a foot. - In one aspect,
substrate 510 is partially transparent andmat 504 comprises asecond substrate 512 on which are mounted one or moreoptical sensors 550. In an aspect,optical sensor 550 is a camera capable of imaging the underside of a foot of a patient standing onmat 504. In one aspect,optical sensor 550 is sensitive to visible light. In an aspect,optical sensor 550 is sensitive to infrared light. - The use of
mat assemblies mat sensors 520. If the patient is standing on the same location, for example being guided byoutlines sensor infrared sensor 550 or one of more temperature sensors (not shown inFIG. 7C ) inmat assembly optical sensor 550 inmat assembly 504. This information is stored in a local memory or transmitted to a remote storage location, such as the doctor's office. Each daily measurement is compared to reference derived from previous measurements, for example a measurement made in a clinician's office or an average of last week's measurements. If the most recent measurement deviates from the reference, the patient is informed of the deviation. The patient can then consult a clinician for further evaluation and possible intervention. In an aspect, a change in the measured SEM value larger than the threshold triggers a notification. In one aspect, a change in the measured SEM value larger than a first threshold and a change in the measured temperature larger than a second threshold together trigger a notification. In an aspect, either a change in the measured SEM value larger than a first threshold or a change in the measured temperature larger than a second threshold triggers a notification. In one aspect, a first threshold is set at the corresponding reference SEM value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%. In one aspect, a second threshold is set at the corresponding reference temperature value plus at least 5%, such as at least 10%, at least 15%, at least 20%, at least 25%, at least 30%, at least 35%, at least 40%, at least 45%, at least 50%, at least 55%, at least 60%, at least 65%, at least 70%, at least 75%, at least 80%, at least 85%, at least 90%, at least 95%, at least 100%, at least 150%, at least 200%, at least 250%, at least 300%, at least 400%, or at least 500%. In an aspect, information such as an image of the underside of a patient's foot is always sent to a clinician for review. - In an aspect, measurements of the left and right foot are compared to each other. For example, with reference to
FIGS. 6F and 6G , locations E and E′ are compared to each other. In one aspect, a difference between the left and right measurements is compared to a reference and the patient notified if the difference exceeds a threshold. -
FIG. 8A discloses afoot cover 600 that incorporatesbioimpedance sensors 520 as shown in the cut-away view ofFIG. 8B , according to the present disclosure. In an aspect,foot cover 600 comprises a sock or other flexible, conforminggarment 610 into which a foot can be inserted. In one aspect, a flexible, conforminggarment 610 may be a flexible shoe, similar to a “water shoe,” made from a flexible, elastic material such as rubber. In an aspect, a flexible, conforminggarment 610 may be a conventional shoe, for example a leather dress shoe or a sneaker.Sensors 520 are located in one or more locations that correspond to areas of concern for development of ulcers. In one aspect,sensors 520 are located under or around the heel of a flexible, conforminggarment 610. In an aspect,sensors 520 are located on the sole of a flexible, conforminggarment 610. In one aspect,sensors 520 are located in the area around the toes (not visible inFIG. 8B ) of a flexible, conforminggarment 610. -
FIG. 9 discloses asandal 650 that incorporatesbioimpedance sensors 520, according to the present disclosure. One ormore sensors 520 are disposed on a sandal in locations that correspond to areas of potential ulcer development. -
FIGS. 10A, 10B, and 10C depict configurations of addressable electrodes ofFIG. 5 that vary the performance capabilities of a sensor, according to the present disclosure.FIG. 10A depicts an exemplaryfirst configuration 700, whereelectrodes 710 are connected so as to form acenter electrode 720 and aring electrode 730, similar to electrodes ofFIGS. 6A and 6B .Sensor configuration 700 has agap 740 of a single row ofelectrodes 710, which results in afirst field depth 150, with reference toFIG. 3B . -
FIG. 10B depicts a secondexemplary configuration 702 of the same array ofsensors 710, where one electrode is connected to form acenter electrode 722 while a plurality ofelectrodes 710 are connected to form aring electrode 732 that is larger in diameter thanring electrode 730 and having agap 742 that is larger thangap 740.Sensor configuration 702 will have asecond field depth 150 that is larger than that ofsensor configuration 700. -
FIG. 10C depicts a thirdexemplary configuration 704 of the same array ofsensors 710, where one electrode is connected to form acenter electrode 724 while a plurality ofelectrodes 710 are connected to form aring electrode 734 that is larger in diameter thanring electrodes gap 744 that is larger thangaps Sensor configuration 704 will have athird field depth 150 that is larger than either ofsensor configurations - In an aspect, a
mat assembly 500 comprises an array ofelectrodes 710 distributed across a portion ofsubstrate 510. At a location of an array that corresponds to an area of concern on a patient's foot,mat assembly 500 is configured to form asensor configuration 700 and make a first measurement, then reconfigureelectrodes 710 to form asensor configuration 702 and make a second measurement. The first and second measurements provide information about the difference in ECF at different depths below the skin of a foot, thereby providing improved knowledge of the tissue condition within the foot. In one aspect,mat assembly 500 is configured to then form asensor configuration 704 and take a third measurement. Comparison of the three measurements provides even greater resolution of the internal tissue condition. -
FIGS. 11A and 11B depict an exemplary aspect of asensor assembly 500 configured to be placed in a known position on a patient's skin, according to the present disclosure. In this example,sensor assembly 500 has a shapedsubstrate 510 that is configured to conform to posterior and bottom surfaces of the heel of afoot 20. In one aspect, shapedsubstrate 510 is suitable for use with both a left foot 20L and aright foot 20R.Sensor assembly 500 comprises one ormore sensors 520 disposed on the inner surface of shapedsubstrate 510. In this example,sensors 520 are configured as toroidal sensors as shown inFIG. 1A . In an aspect, the inner surface of shapedsubstrate 510 is lined with anarray 400 ofelectrodes 410, with reference toFIG. 5 , such that virtual sensors may be formed at any location. In one aspect, sensors of other shapes and configurations are provided on the inner surface of shapedsubstrate 510. In an aspect, shapedsubstrate 510 is a flexible panel (not shown inFIG. 11A ) that can be conformed to a patient's skin, for example wrapped around the back of an ankle. In one aspect,sensor assembly 500 comprises acable 530 to connectsensors 520 to one or more of a power source, a circuit configured to measure one or more of capacitance or other electrical property, a processor, a communication subsystem, or other type of electronic assembly (not shown inFIG. 11A ). -
FIG. 11B depicts an exemplary configuration ofsensor assembly 500 wheremultiple sensors 520 disposed on shapedsubstrate 510 such that, for example whensensor assembly 500 is placed against the skin of a patient around the back, sides, and bottom of the right heel center. This enables multiple SEM measurements to be taken in repeatable location on the heel withsensor assembly 500 in a single position. In one aspect (not shown inFIGS. 11A and 11B ),sensor assembly 500 is configured to be placed on a portion of the back of a patient thus providing the capability to make measurements at bisymmetric locations on the back. In an aspect, shapedsubstrate 510 is configured to match anatomical features of the target area of a patient. In one aspect, shapedsubstrate 510 comprises markings or other indicators that can be aligned with features of a patient's body, so as to enable measurements to be taken at the same location at time intervals over a period of time in the general range of hours to weeks. In one aspect,sensor assembly 500 is integrated into a lining of a garment or shoe or other article of clothing. In an aspect,sensor assembly 500 is integrated into a sheet, blanket, liner, or other type of bed clothing. In one aspect,sensor assembly 500 comprises a wireless communication capability, for example a passive radio frequency identification (RFID) or an inductive coupling, to allow actuation ofsensors 520 without physically connecting tosensor assembly 500. - In an aspect,
sensors 520 are coupled to electronics (not shown inFIG. 11B ) that are configured to compare a current set of measurements to each other and to past measurements made in the same location. In an aspect, electronics of the present disclosure may provide a signal if one or more of certain conditions are met. Such conditions may include, but are not limited to, a change in the difference between measurements made at two locations when compared to the difference in measurements made at the same two locations at a previous time, and a change in the measured value at a particular location from prior measurements at the same location that is greater than a threshold amount. -
FIG. 12 depicts a schematic depiction of anintegrated system 800 for measurement, evaluation, storage, and transfer of SEM values, according to the present disclosure. In this example,system 800 comprises aSEM measurement apparatus 810, for example aSEM scanner 170, that comprises the capability to wirelessly communicate with aWiFi access point 820.Apparatus 810 communicates with one or more of a SEM application running on aserver 850, an application running on alaptop computer 840, a “smart phone” 830, or other digital device. In an aspect,laptop computer 840 andsmart phone 830 are carried by the user ofapparatus 810, for example a nurse, and the application provides feedback and information to the user. In an aspect, information received from apparatus 180 for a patient is stored in adatabase 850. In one aspect, information received fromapparatus 810 for a patient is stored in adatabase 860. In an aspect, information received fromapparatus 810 is transferred over anetwork 855 to anotherserver 880 that stores a portion of the information in an electronic medical record (EMR) 870 of the patient. In one aspect, information fromapparatus 810 or retrieved fromdatabase 860 orEMR 870 is transferred to anexternal server 890 and then to acomputer 895, for example a computer at the office of a doctor who is proving care for the patient. - In an aspect,
apparatus 810 is one of amat assembly 500, afoot cover 600, or other measurement device and one or both ofsmart phone 830 andlaptop 840 are used by the patient to receive information and notifications related to measurements made bymat assembly 500. -
FIG. 13 depicts asensing band 550, according to the present disclosure. In one aspect, a SEM sensor as described herein, forexample sensor 90 orsensor 400, is embedded in a band 554 that can be wrapped around acalf 60 as shown inFIG. 13 . In an aspect, band 554 comprises sensors configured to measure one or more of oxygenation of the tissue, which may comprise measurement of one or both of oxyhemoglobin and deoxyhemoglobin, temperature of one or more points on the skin, pulse rate, blood volume and blood pressure. In one aspect, the combination of measurements made by band 554 provides information regarding the flow of blood to the foot, where reduced blood flow is a possible indication of susceptibility to formation of DFUs. In an aspect, this information comprises measurement of blood volume and refill times on the portion of thecalf 60 that is proximate to band 554. -
FIG. 14A depicts an integrated sensor andstimulator assembly 201 suitable for treatment of a pressure ulcer, according to the present disclosure. In an aspect, an integrated sensor andstimulator assembly 201 is provided to a patient in need thereof.Assembly 201 has asubstrate 210 with a plurality ofsensors 90 disposed on a first surface.Sensors 90 are configured to measure sub-epidermal moisture (SEM) as an indication of tissue health at the location of therespective sensor 90. In an aspect, there are twoelectrodes FIG. 14A ) when theassembly 201 is placed on the skin. Theseelectrodes FIG. 14A ) that is configured to apply a therapeutic electrical stimulus to the tissue between theelectrodes Sensors 90 are individually connected to an external controller (not shown inFIG. 14A ) that is configured to measure the capacitance of therespective sensors 90. In an aspect, the capacitance is measured in a time interval between the stimulus periods. In one aspect, a time interval can be in the general range of hours to weeks. In an aspect,assembly 201 comprises an absorbent pad and a non-stick layer (not shown inFIG. 14A ) overlaid uponsensors 90 andelectrodes assembly 201 comprises a layer of adhesive (not shown inFIG. 14A ) overlaid upon a portion ofsubstrate 210 so as to allowassembly 201 to be adhesively attached to the skin of a patient. In an aspect,substrate 201 may be permeable to gas while impervious to fluid. - The combination of a standard bandage (the absorbent pad, non-stick layer, and covering substrate) with a therapeutic instrument, such as
electrodes more sensors 90 provides a means of protecting the wound, improving the healing process, and monitoring the healing without disturbing theassembly 201. -
FIG. 14B depicts the sole of afoot 20 of a patient having apressure ulcer 205. -
FIG. 14C depicts anassembly 201 adhered to the sole offoot 20 over thepressure ulcer 205. In an aspect,assembly 201 is placed overulcer 205 and left in place for several days. In an aspect,assembly 201 comprises a toroidal pad that relieves the pressure on thepressure ulcer 205. The external controller ofelectrodes electrodes sensors 90 is attached to one or more of thesensors 90 to make a SEM measurement. - In an aspect,
assembly 201 comprises a battery and wireless communication capability that enables the external controller to cause the stimulus to be applied throughelectrodes sensors 90 to make and receive SEM measurements without a wired connection. In an aspect, theassembly 201 comprises a microcontroller configured to apply the therapeutic stimulus and make SEM measurements and wirelessly transmit information, such as the SEM values. - It will be apparent to those of ordinary skill in the art that the concept of combining therapeutic instruments and SEM sensors can be applied to other types of wounds and to other locations on the body besides the sole of the foot, such as an ankle, or a bony prominence.
-
FIG. 14D depicts abandage assembly 202 adapted for placement over a pressure ulcer on the sacrum of a patient in need thereof. Theassembly 202 comprisessubstrate 220 that is porous to gas while impervious to fluid. Theassembly 202 comprises a pad 222 (seen from the external side inFIG. 14D ) that provides both protective padding and absorption. In this example, asingle sensor 90 is positioned on the underside of thepad 222 such that the sensor is directly over the pressure ulcer when the assembly is applied over an early-stage pressure ulcer with unbroken skin. Theelectrodes sensor 90 and on the same underside so that they will be in contact with the skin of the patient. In this configuration, theassembly 202 can be placed over an early-stage ulcer and protect, improve the healing process, and monitor the progress of the healing with removal of theassembly 202 or disturbance of the wound. - Having now generally described the invention, the same will be more readily understood through reference to the following examples that are provided by way of illustration, and are not intended to be limiting of the present disclosure, unless specified.
- SEM measurements were taken at the foot using one of three methods below to ensure complete contact of an electrode with the skin of a human patient.
-
FIG. 15A illustrates a method used to take SEM measurements starting at the posterior heel using an apparatus according to the present disclosure. First, the forefoot was dorsiflexed such that the toes were pointing towards the shin. Second, abioimpedance sensor 1520 was positioned at the base of theheel 1530. The electrode was adjusted for full contact with the heel, and multiple SEM measurements were then taken in a straight line towards the toes, including the ball of thefoot 1540. The ball of the foot is one of the primary locations of diabetic foot ulcer. -
FIG. 15B illustrates a method used to take SEM measurements starting at the lateral heel using an apparatus according to the present disclosure. First, the toes were pointed away from the body and rotated inward towards the medial side of the body. Second, an electrode was placed on the lateral side of theheel 1550. Abioimpedance sensor 1520 was adjusted for full contact with the heel, and multiple SEM measurements were taken in a straight line towards the bottom of the foot. The ball of thefoot 1540 is also shown inFIG. 15B . -
FIG. 15C illustrates a method used to take SEM measurements starting at the medial heel using an apparatus according to the present disclosure. First, the toes were pointed away from the body and rotated outwards toward the lateral side of the body. Second, the electrode was placed on the medial side of theheel 1560. Abioimpedance sensor 1520 was adjusted for full contact with the heel, and multiple measurements were taken around the back of the heel in a curve. - From the foregoing, it will be appreciated that the present invention can be embodied in various ways, which include but are not limited to the following:
-
Embodiment 1. An apparatus for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the apparatus comprising: a plurality of electrodes embedded on a substrate, where a pair of the electrodes is capable of forming a capacitive sensor configured to measure a first capacitance of a first region of tissue proximate to the capacitive sensor, a drive circuit electronically coupled to the electrodes, a processor electronically coupled to the drive circuit, and a non-transitory computer-readable medium electronically coupled to the processor and comprising instructions stored thereon that, when executed on the processor, perform the steps of: receiving information regarding the measured first capacitance from the drive circuit, comparing the measured first capacitance to a first reference value, and providing a signal if the measured first capacitance differs from the first reference value by an amount greater than a first predetermined threshold. -
Embodiment 2. The apparatus ofembodiment 1, where the first reference value is predetermined. -
Embodiment 3. The apparatus ofembodiment 1, where the first reference value is determined by measurement of the first capacitance at a time when the first region of tissue is healthy. - Embodiment 4. The apparatus of
embodiment 1, where the first reference value is determined from measurements of the first capacitance at the first region of tissue one or more times prior to the most recent measurement of the first capacitance. - Embodiment 5. The apparatus of
embodiment 1, where the first reference value is determined by a measurement from a bisymmetric location. - Embodiment 6. The apparatus of
embodiment 1, where the first reference value is a measurement of a second capacitance of a second region of tissue that is separated from the first region of tissue. - Embodiment 7. The apparatus of embodiment 6, where the second region of tissue is known to be healthy.
- Embodiment 8. The apparatus of embodiment 6, where the second capacitance is measured at approximately the same time as the first capacitance.
- Embodiment 9. The apparatus of
embodiment 1, the apparatus further comprising one or more temperature sensors that are configured to measure a temperature of the first region of tissue and are coupled to the processor, where: the instructions further comprise: a step of receiving information regarding the measured temperature from the one or more temperature sensors, and a step of comparing the measured temperature to a second reference value, and a step of providing a signal comprising providing the signal if the measured first capacitance differs from the first reference value by an amount greater than the predetermined first threshold and the measured temperature differs from the second reference value by an amount greater than a predetermined second threshold. - Embodiment 10. The apparatus of
embodiment 1, the apparatus further comprising one or more optical sensors configured to image an underside of a foot of a patient while the patient is standing on the substrate. - Embodiment 11. A method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first capacitance value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first capacitance value differs from a first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from a second reference value by an amount greater than a second predetermined threshold.
- Embodiment 12. The method of embodiment 11, where the first reference value is predetermined.
- Embodiment 13. The method of embodiment 11, where the first reference value is determined by measurement of the first capacitance at a time when the first location of a patient's skin is healthy.
- Embodiment 14. The method of embodiment 11, where the first reference value is determined from measurements of the first capacitance at the first location of a patient's skin at one or more times prior to the most recent measurement of the first capacitance.
- Embodiment 15. The method of embodiment 11, where the first reference value is a measurement of a second capacitance of a second location of a patient's skin that is separated from the first location of a patient's skin.
- Embodiment 16. The method of embodiment 15, where the second region of a patient's skin is known to be healthy.
- Embodiment 17. The method of embodiment 15, where the second capacitance is measured at approximately the same time as the first capacitance.
- Embodiment 18. A method for assessing susceptibility of tissue to formation of a diabetic foot ulcer, the method comprising: obtaining a first sub-epidermal moisture (SEM) value at a first location of a patient's skin; obtaining a temperature measurement at the first location of a patient's skin; and determining that the first location of a patient's skin is susceptible to formation of a diabetic foot ulcer when the first SEM value differs from a first reference value by an amount greater than a first predetermined threshold and the temperature measurement differs from a second reference value by an amount greater than a second predetermined threshold.
- Embodiment 19. The method of embodiment 18, where the first reference value is predetermined.
-
Embodiment 20. The method of embodiment 18, where the first reference value is determined by measurement of the first SEM value at a time when the first location of a patient's skin is healthy. -
Embodiment 21. The method of embodiment 18, where the first reference value is determined from measurements of the first SEM value at the first location of a patient's skin at one or more times prior to the most recent measurement of the first SEM value. -
Embodiment 22. The method of embodiment 18, where the first reference value is a measurement of a second SEM value of a second location of a patient's skin that is separated from the first location of a patient's skin. -
Embodiment 23. The method ofembodiment 22, where the second location of a patient's skin is known to be healthy. -
Embodiment 24. The method ofembodiment 22, where the second SEM value is measured at approximately the same time as the first SEM value. - Embodiment 25. An integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a plurality of sensors disposed on a flexible substrate, where the plurality of sensors are configured to measure sub-epidermal moisture (SEM) values at respective locations of the patient's skin; two electrodes disposed on the flexible substrate; and an external controller electrically connected to the two electrodes, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase.
- Embodiment 26. The apparatus of embodiment 25, further comprising an absorbent pad.
- Embodiment 27. The apparatus of embodiment 25, further comprising a layer of adhesive.
- Embodiment 28. The apparatus of embodiment 25, where the flexible substrate is permeable to gas while impervious to fluid.
- Embodiment 29. An integrated apparatus for treating a diabetic foot ulcer in a patient in need thereof, the apparatus comprising: a sensor comprising two electrodes disposed on a flexible substrate such that a current passing between the electrodes will pass through tissue proximate to a location of the patient's skin; and an external controller electrically connected to the two electrodes.
-
Embodiment 30. The integrated apparatus of embodiment 29, where the external controller controls the two electrodes to detect conductive contact with the patient's skin during a SEM measurement period, and the external controller controls the two electrodes to apply a therapeutic stimulus to the patient during a therapeutic phase. - While the invention has been described with reference to particular aspects, it will be understood by those skilled in the art that various changes may be made and equivalents may be substituted for elements thereof without departing from the scope of the invention. In addition, many modifications may be made to a particular situation or material to the teachings of the invention without departing from the scope of the invention. Therefore, it is intended that the invention not be limited to the particular aspects disclosed but that the invention will include all aspects falling within the scope and spirit of the appended claims.
Claims (20)
Priority Applications (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/887,886 US20180220954A1 (en) | 2017-02-03 | 2018-02-02 | Measurement of susceptibility to diabetic foot ulcers |
US16/676,388 US10959664B2 (en) | 2017-02-03 | 2019-11-06 | Measurement of susceptibility to diabetic foot ulcers |
US17/208,972 US11627910B2 (en) | 2017-02-03 | 2021-03-22 | Measurement of susceptibility to diabetic foot ulcers |
US18/341,886 US20230329629A1 (en) | 2017-02-03 | 2023-06-27 | Measurement of susceptibility to diabetic foot ulcers |
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201762454482P | 2017-02-03 | 2017-02-03 | |
US201762521917P | 2017-06-19 | 2017-06-19 | |
US15/887,886 US20180220954A1 (en) | 2017-02-03 | 2018-02-02 | Measurement of susceptibility to diabetic foot ulcers |
Related Child Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US16/676,388 Continuation US10959664B2 (en) | 2017-02-03 | 2019-11-06 | Measurement of susceptibility to diabetic foot ulcers |
US18/341,886 Continuation US20230329629A1 (en) | 2017-02-03 | 2023-06-27 | Measurement of susceptibility to diabetic foot ulcers |
Publications (1)
Publication Number | Publication Date |
---|---|
US20180220954A1 true US20180220954A1 (en) | 2018-08-09 |
Family
ID=63038420
Family Applications (4)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US15/887,886 Abandoned US20180220954A1 (en) | 2017-02-03 | 2018-02-02 | Measurement of susceptibility to diabetic foot ulcers |
US16/676,388 Active US10959664B2 (en) | 2017-02-03 | 2019-11-06 | Measurement of susceptibility to diabetic foot ulcers |
US17/208,972 Active 2038-08-17 US11627910B2 (en) | 2017-02-03 | 2021-03-22 | Measurement of susceptibility to diabetic foot ulcers |
US18/341,886 Pending US20230329629A1 (en) | 2017-02-03 | 2023-06-27 | Measurement of susceptibility to diabetic foot ulcers |
Family Applications After (3)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US16/676,388 Active US10959664B2 (en) | 2017-02-03 | 2019-11-06 | Measurement of susceptibility to diabetic foot ulcers |
US17/208,972 Active 2038-08-17 US11627910B2 (en) | 2017-02-03 | 2021-03-22 | Measurement of susceptibility to diabetic foot ulcers |
US18/341,886 Pending US20230329629A1 (en) | 2017-02-03 | 2023-06-27 | Measurement of susceptibility to diabetic foot ulcers |
Country Status (11)
Country | Link |
---|---|
US (4) | US20180220954A1 (en) |
EP (1) | EP3515306B1 (en) |
JP (2) | JP7105767B2 (en) |
KR (3) | KR102283395B1 (en) |
CN (2) | CN118177725A (en) |
AU (4) | AU2018217190B2 (en) |
BR (1) | BR112019008574A2 (en) |
CA (1) | CA3042103A1 (en) |
GB (4) | GB2571014B (en) |
MX (1) | MX2019004923A (en) |
WO (1) | WO2018144946A1 (en) |
Cited By (11)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10485447B2 (en) | 2015-04-24 | 2019-11-26 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US20200069240A1 (en) * | 2017-11-16 | 2020-03-05 | Bruin Biometrics, Llc | Strategic Treatment of Pressure Ulcer Using Sub-Epidermal Moisture Values |
US10950960B2 (en) | 2018-10-11 | 2021-03-16 | Bruin Biometrics, Llc | Device with disposable element |
US10959664B2 (en) * | 2017-02-03 | 2021-03-30 | Bbi Medical Innovations, Llc | Measurement of susceptibility to diabetic foot ulcers |
US11253192B2 (en) | 2010-05-08 | 2022-02-22 | Bruain Biometrics, LLC | SEM scanner sensing apparatus, system and methodology for early detection of ulcers |
US11304652B2 (en) | 2017-02-03 | 2022-04-19 | Bbi Medical Innovations, Llc | Measurement of tissue viability |
US11337651B2 (en) | 2017-02-03 | 2022-05-24 | Bruin Biometrics, Llc | Measurement of edema |
US11417425B2 (en) * | 2020-03-20 | 2022-08-16 | Scott Kantro | System and method for management of diabetic foot care patients |
US11471094B2 (en) | 2018-02-09 | 2022-10-18 | Bruin Biometrics, Llc | Detection of tissue damage |
US11642075B2 (en) | 2021-02-03 | 2023-05-09 | Bruin Biometrics, Llc | Methods of treating deep and early-stage pressure induced tissue damage |
US11911174B2 (en) | 2016-06-06 | 2024-02-27 | University Of Massachusetts | Systems and methods for prevention of pressure ulcers |
Families Citing this family (24)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2017195038A1 (en) | 2016-05-13 | 2017-11-16 | Smith & Nephew Plc | Sensor enabled wound monitoring and therapy apparatus |
US11324424B2 (en) | 2017-03-09 | 2022-05-10 | Smith & Nephew Plc | Apparatus and method for imaging blood in a target region of tissue |
WO2018162736A1 (en) | 2017-03-09 | 2018-09-13 | Smith & Nephew Plc | Wound dressing, patch member and method of sensing one or more wound parameters |
US11883262B2 (en) | 2017-04-11 | 2024-01-30 | Smith & Nephew Plc | Component positioning and stress relief for sensor enabled wound dressings |
EP3635732A1 (en) | 2017-05-15 | 2020-04-15 | Smith & Nephew plc | Wound analysis device and method |
WO2018210693A1 (en) | 2017-05-15 | 2018-11-22 | Smith & Nephew Plc | Negative pressure wound therapy system using eulerian video magnification |
EP3641627B1 (en) | 2017-06-23 | 2023-05-31 | Smith & Nephew PLC | Positioning of sensors for sensor enabled wound monitoring or therapy |
GB201809007D0 (en) | 2018-06-01 | 2018-07-18 | Smith & Nephew | Restriction of sensor-monitored region for sensor-enabled wound dressings |
GB201804502D0 (en) | 2018-03-21 | 2018-05-02 | Smith & Nephew | Biocompatible encapsulation and component stress relief for sensor enabled negative pressure wound therapy dressings |
CN111093726B (en) | 2017-08-10 | 2023-11-17 | 史密夫及内修公开有限公司 | Sensor positioning for performing wound monitoring or treatment of sensors |
EP3681376A1 (en) | 2017-09-10 | 2020-07-22 | Smith & Nephew PLC | Systems and methods for inspection of encapsulation and components in sensor equipped wound dressings |
GB201718870D0 (en) | 2017-11-15 | 2017-12-27 | Smith & Nephew Inc | Sensor enabled wound therapy dressings and systems |
GB201804971D0 (en) | 2018-03-28 | 2018-05-09 | Smith & Nephew | Electrostatic discharge protection for sensors in wound therapy |
GB201718859D0 (en) | 2017-11-15 | 2017-12-27 | Smith & Nephew | Sensor positioning for sensor enabled wound therapy dressings and systems |
EP3687380A1 (en) | 2017-09-27 | 2020-08-05 | Smith & Nephew plc | Ph sensing for sensor enabled negative pressure wound monitoring and therapy apparatuses |
EP3687396A1 (en) | 2017-09-28 | 2020-08-05 | Smith & Nephew plc | Neurostimulation and monitoring using sensor enabled wound monitoring and therapy apparatus |
JP2021502845A (en) | 2017-11-15 | 2021-02-04 | スミス アンド ネフュー ピーエルシーSmith & Nephew Public Limited Company | Integrated sensor-enabled wound monitoring and / or treatment coverings and systems |
WO2019162272A1 (en) | 2018-02-21 | 2019-08-29 | T.J.Smith And Nephew, Limited | Monitoring of body loading and body position for the treatment of pressure ulcers or other injuries |
EP3804452A1 (en) | 2018-06-04 | 2021-04-14 | T.J. Smith & Nephew, Limited | Device communication management in user activity monitoring systems |
EP3849401A1 (en) | 2018-09-12 | 2021-07-21 | Smith & Nephew plc | Device, apparatus and method of determining skin perfusion pressure |
GB201820927D0 (en) | 2018-12-21 | 2019-02-06 | Smith & Nephew | Wound therapy systems and methods with supercapacitors |
GB2614490B (en) | 2019-03-18 | 2023-12-06 | Smith & Nephew | Design rules for sensor integrated substrates |
GB201914443D0 (en) | 2019-10-07 | 2019-11-20 | Smith & Nephew | Sensor enabled negative pressure wound monitoring apparatus with different impedances inks |
WO2022266070A1 (en) | 2021-06-14 | 2022-12-22 | Preh Holding, Llc | Connected body surface care module |
Family Cites Families (245)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US3851641A (en) | 1973-11-29 | 1974-12-03 | J Toole | Method and apparatus for determining internal impedance of animal body part |
US4295009A (en) | 1980-03-07 | 1981-10-13 | Amp Incorporated | Piezoelectric audio transducer mounting and electrical connector |
US4557271A (en) | 1983-05-11 | 1985-12-10 | Stoller Kenneth P | Method and apparatus for detecting body illness, dysfunction, disease and/or pathology |
US4857716A (en) | 1986-05-12 | 1989-08-15 | Clinicom Incorporated | Patient identification and verification system and method |
JPH0524131Y2 (en) | 1986-11-07 | 1993-06-18 | ||
US4860753A (en) | 1987-11-04 | 1989-08-29 | The Gillette Company | Monitoring apparatus |
US5158091A (en) | 1990-11-30 | 1992-10-27 | Ivac Corporation | Tonometry system for determining blood pressure |
US5226245A (en) | 1991-09-20 | 1993-07-13 | Lamont William D | Protective boot structure |
DE69232572T2 (en) | 1991-12-17 | 2009-09-10 | Novamedix Distribution Ltd | Pneumatic compression device and method for use in the medical field |
US5292341A (en) | 1992-03-02 | 1994-03-08 | Siemens Pacesetter, Inc. | Method and system for determining and automatically adjusting the sensor parameters of a rate-responsive pacemaker |
US5664231A (en) | 1994-04-29 | 1997-09-02 | Tps Electronics | PCMCIA interface card for coupling input devices such as barcode scanning engines to personal digital assistants and palmtop computers |
NO180024C (en) | 1994-10-11 | 1997-01-29 | Oerjan G Martinsen | Measurement of moisture in the skin |
US6671563B1 (en) | 1995-05-15 | 2003-12-30 | Alaris Medical Systems, Inc. | System and method for collecting data and managing patient care |
US20010051783A1 (en) | 1996-02-23 | 2001-12-13 | Stuart D. Edwards | Method and apparatus for treatment of air way obstructions |
US5815416A (en) | 1996-04-19 | 1998-09-29 | Vlsi Technology, Inc. | Method of measuring energy consumption in a circuit simulator |
US5904581A (en) | 1996-07-17 | 1999-05-18 | Minnesota Mining And Manufacturing Company | Electrical interconnection system and device |
US6778090B2 (en) | 1996-09-04 | 2004-08-17 | Paul Newham | Modular system for monitoring the presence of a person using a variety of sensing devices |
US7657297B2 (en) | 2004-05-03 | 2010-02-02 | Dexcom, Inc. | Implantable analyte sensor |
US20050096513A1 (en) | 1997-11-11 | 2005-05-05 | Irvine Sensors Corporation | Wearable biomonitor with flexible thinned integrated circuit |
US6175752B1 (en) | 1998-04-30 | 2001-01-16 | Therasense, Inc. | Analyte monitoring device and methods of use |
JP3677394B2 (en) * | 1998-08-24 | 2005-07-27 | カシオ計算機株式会社 | Biological information measuring device |
US6223088B1 (en) | 1998-11-09 | 2001-04-24 | Katecho, Incorporated | Electrode and connector assembly and method for using same |
US6330479B1 (en) | 1998-12-07 | 2001-12-11 | The Regents Of The University Of California | Microwave garment for heating and/or monitoring tissue |
ATE343963T1 (en) | 1999-04-20 | 2006-11-15 | Nova Technology Corp | METHOD AND DEVICE FOR MEASURING THE WATER CONTENT IN A SUBSTRATE |
JP2001110488A (en) | 1999-08-04 | 2001-04-20 | Japan Aviation Electronics Industry Ltd | Connector structure for connecting substrates |
JP3722654B2 (en) | 1999-09-03 | 2005-11-30 | 株式会社タニタ | Physical condition recovery judgment device after childbirth |
US6368284B1 (en) | 1999-11-16 | 2002-04-09 | Cardiac Intelligence Corporation | Automated collection and analysis patient care system and method for diagnosing and monitoring myocardial ischemia and outcomes thereof |
WO2001054580A1 (en) | 2000-01-27 | 2001-08-02 | National Research Council Of Canada | Visible-near infrared spectroscopy in burn injury assessment |
US20020016535A1 (en) | 2000-01-28 | 2002-02-07 | Martin W. Blake | Subcutaneous glucose measurement device |
US6738798B1 (en) | 2000-06-01 | 2004-05-18 | Ge Medical Technology Services, Inc. | Automated monitoring of collection of operational data from medical imaging devices |
US7030764B2 (en) | 2000-06-09 | 2006-04-18 | Bed-Check Corporation | Apparatus and method for reducing the risk of decubitus ulcers |
TW548406B (en) | 2000-07-03 | 2003-08-21 | Matsushita Electric Works Ltd | Capacitance type moisture sensor and method of producing the same |
JP3866943B2 (en) | 2000-08-04 | 2007-01-10 | 株式会社タニタ | Weight management device |
CN1247149C (en) | 2000-12-14 | 2006-03-29 | 株式会社阿托哈本9 | Body impedance measuring instrument |
US7315767B2 (en) | 2001-03-06 | 2008-01-01 | Solianis Holding Ag | Impedance spectroscopy based systems and methods |
FI109651B (en) | 2001-03-23 | 2002-09-30 | Delfin Technologies Ltd | Procedure for measuring edema in tissues |
AU2002255953A1 (en) | 2001-03-27 | 2002-10-08 | Aron Z. Kain | Wireless system for measuring distension in flexible tubes |
US6803420B2 (en) * | 2001-05-01 | 2004-10-12 | Corium International | Two-phase, water-absorbent bioadhesive composition |
US6577700B1 (en) | 2001-06-22 | 2003-06-10 | Liang-Shih Fan | Neural network based multi-criteria optimization image reconstruction technique for imaging two- and three-phase flow systems using electrical capacitance tomography |
CA2470801C (en) | 2001-07-26 | 2014-01-28 | Medrad, Inc. | Detection of fluids in tissue |
WO2003009752A2 (en) | 2001-07-26 | 2003-02-06 | Chad Edward Bouton | Electromagnetic sensors for biological tissue applications |
US20030116447A1 (en) | 2001-11-16 | 2003-06-26 | Surridge Nigel A. | Electrodes, methods, apparatuses comprising micro-electrode arrays |
JP2003169788A (en) | 2001-12-05 | 2003-06-17 | Matsushita Electric Ind Co Ltd | Skin water content measuring instrument |
US20030110662A1 (en) * | 2001-12-13 | 2003-06-19 | Gilman Thomas H. | Adherent orthotic pad |
AU2003218002A1 (en) * | 2002-03-06 | 2003-09-22 | Loma Linda University | Method and device for wound healing |
JP4071979B2 (en) | 2002-03-29 | 2008-04-02 | 株式会社フィジオン | Standing body composition measuring device |
US6634045B1 (en) | 2002-04-01 | 2003-10-21 | Dudonis Matt | Heel elevator support |
US6963772B2 (en) | 2002-04-17 | 2005-11-08 | The Board Of Trustees Of The Leland Stanford Junior University | User-retainable temperature and impedance monitoring methods and devices |
JP3704685B2 (en) | 2002-07-29 | 2005-10-12 | 株式会社山武 | Capacitance sensor |
US8111165B2 (en) | 2002-10-02 | 2012-02-07 | Orthocare Innovations Llc | Active on-patient sensor, method and system |
GB0228375D0 (en) | 2002-12-05 | 2003-01-08 | Innovation And Entpr Off Of | Wound mapping |
FR2849764B1 (en) | 2003-01-14 | 2012-12-14 | Oreal | DEVICE AND METHOD, IN PARTICULAR FOR EVALUATING THE MOISTURIZATION OF THE SKIN OR MUCOSES |
JP4435149B2 (en) | 2003-03-06 | 2010-03-17 | トリア ビューティ インコーポレイテッド | Skin contact sensing device |
FI20030806A0 (en) | 2003-05-28 | 2003-05-28 | Delfin Technologies Ltd | A method for measuring the amount of water in existing fat tissues and apparatus for applying the method |
US7725151B2 (en) | 2003-06-02 | 2010-05-25 | Van Der Weide Daniel Warren | Apparatus and method for near-field imaging of tissue |
US20050027175A1 (en) | 2003-07-31 | 2005-02-03 | Zhongping Yang | Implantable biosensor |
JP2005052227A (en) | 2003-08-07 | 2005-03-03 | Naoyuki Minorikawa | Instrument measuring water content of stratum corneum non-affected by electrolyte component on skin surface |
EP1677674A4 (en) | 2003-08-20 | 2009-03-25 | Philometron Inc | Hydration monitoring |
US20050086072A1 (en) | 2003-10-15 | 2005-04-21 | Fox Charles S.Jr. | Task-based system and method for managing patient care through automated recognition |
US20050251418A1 (en) | 2003-10-15 | 2005-11-10 | Cerner Innovation, Inc. | System and method for processing ad hoc orders in an automated patient care environment |
JP2005253840A (en) | 2004-03-15 | 2005-09-22 | Tanita Corp | Skin condition estimating device |
US7474918B2 (en) | 2004-03-24 | 2009-01-06 | Noninvasive Medical Technologies, Inc. | Thoracic impedance monitor and electrode array and method of use |
US8060315B2 (en) | 2004-07-27 | 2011-11-15 | Carefusion 303, Inc. | Method for measuring the incidence of hospital acquired infections |
WO2006029035A1 (en) | 2004-09-02 | 2006-03-16 | Philometron, Inc. | Monitoring platform for wound and ulcer monitoring and detection |
EP1803464A4 (en) | 2004-09-17 | 2009-09-09 | Cellgentech Inc | External preparation for treating skin ulcer |
US7358927B2 (en) | 2004-10-26 | 2008-04-15 | Eaton Corporation | Antenna employing a cover |
WO2006093807A2 (en) | 2005-02-28 | 2006-09-08 | Michael Rothman | A system and method for improving hospital patient care by providing a continual measurement of health |
US20080009764A1 (en) | 2005-04-21 | 2008-01-10 | Epi-Sci, Llc | Method and system for detecting electrophysiological changes in pre-cancerous and cancerous tissue and epithelium |
US8287451B2 (en) | 2005-05-19 | 2012-10-16 | Industrial Technology Research Institute | Flexible biomonitor with EMI shielding and module expansion |
US7301350B2 (en) | 2005-06-03 | 2007-11-27 | Synaptics Incorporated | Methods and systems for detecting a capacitance using sigma-delta measurement techniques |
JP4418419B2 (en) | 2005-09-30 | 2010-02-17 | 有限会社アミカ | Skin condition evaluation apparatus, skin condition evaluation program, and computer-readable storage medium storing the program |
US7733224B2 (en) | 2006-06-30 | 2010-06-08 | Bao Tran | Mesh network personal emergency response appliance |
AU2006306422B2 (en) | 2005-10-24 | 2011-02-03 | Marcio Marc Aurelio Martins Abreu | Apparatus and method for measuring biologic parameters |
US7691101B2 (en) | 2006-01-06 | 2010-04-06 | Arthrocare Corporation | Electrosurgical method and system for treating foot ulcer |
US20070179585A1 (en) * | 2006-01-31 | 2007-08-02 | Mark Chandler | Method and apparatus for treating a wound |
US9198981B2 (en) | 2006-02-01 | 2015-12-01 | The University Of Kentucky | Modulation of angiogenesis |
US8473262B2 (en) | 2008-08-14 | 2013-06-25 | ARETé ASSOCIATES | Self-cleaning submerged instrumentation |
RU2008138529A (en) | 2006-02-28 | 2010-04-10 | Колопласт А/С (Dk) | LEAK SENSOR |
US20080015894A1 (en) | 2006-07-17 | 2008-01-17 | Walgreen Co. | Health Risk Assessment Of A Medication Therapy Regimen |
US20080027509A1 (en) * | 2006-07-28 | 2008-01-31 | Biofisica Llc | Apparatus and methods for facilitating wound healing and treating skin |
US8116852B2 (en) | 2006-09-29 | 2012-02-14 | Nellcor Puritan Bennett Llc | System and method for detection of skin wounds and compartment syndromes |
US8845554B2 (en) | 2007-03-09 | 2014-09-30 | The Regents Of The University Of California | Method and apparatus for quantitative assessment of neuromotor disorders |
US7374460B1 (en) | 2007-04-17 | 2008-05-20 | Traxxas Lp | Electrical connector assembly |
BRPI0810969A2 (en) | 2007-04-27 | 2015-01-27 | Echo Therapeutics Inc | SKIN PERMEATION DEVICE FOR ANALYTIC DETECTION OR TRANSDERMAL PHARMACEUTICAL RELEASE |
ES2681895T3 (en) | 2007-06-18 | 2018-09-17 | F. Hoffmann-La Roche Ag | Glucose control method and system to monitor the individual metabolic response and to generate a nutritional response |
WO2009018620A1 (en) | 2007-08-09 | 2009-02-12 | Impedimed Limited | Impedance measurement process |
EP2194847A1 (en) | 2007-09-14 | 2010-06-16 | Corventis, Inc. | Adherent device with multiple physiological sensors |
US8790257B2 (en) | 2007-09-14 | 2014-07-29 | Corventis, Inc. | Multi-sensor patient monitor to detect impending cardiac decompensation |
US8011041B2 (en) | 2007-09-19 | 2011-09-06 | Persimmon Scientific, Inc. | Devices for prevention of pressure ulcers |
CN101420076A (en) | 2007-10-22 | 2009-04-29 | 鸿富锦精密工业(深圳)有限公司 | Connector component |
US7603171B2 (en) | 2007-10-25 | 2009-10-13 | Fresh Medical Laboratories, Inc. | Method for diagnosing a disease |
JP4444338B2 (en) | 2008-01-30 | 2010-03-31 | 三菱重工業株式会社 | Radiotherapy apparatus control apparatus and radiation irradiation method |
JP5317527B2 (en) * | 2008-05-02 | 2013-10-16 | 花王株式会社 | Method for estimating the internal structure of the skin at a spot |
WO2009144615A1 (en) * | 2008-05-26 | 2009-12-03 | Koninklijke Philips Electronics N.V. | Moisture control within a multi-electrode patch for monitoring and electrical stimulation of wound healing |
US9326711B2 (en) | 2008-06-30 | 2016-05-03 | Medtronic, Inc. | Optical perfusion sensor detector |
WO2010009269A2 (en) | 2008-07-15 | 2010-01-21 | Piedmont Healthcare, Inc. | Method for coronary artery disease risk assessment |
US20110191122A1 (en) | 2008-09-15 | 2011-08-04 | ZocDoc, Inc. | Method and apparatus for managing physician referrals |
JP5465250B2 (en) | 2008-09-22 | 2014-04-09 | カーディアック ペースメイカーズ, インコーポレイテッド | Detection of decompensated congestive heart failure |
US8355925B2 (en) | 2008-10-21 | 2013-01-15 | Perahealth, Inc. | Methods of assessing risk based on medical data and uses thereof |
BRPI0920897A2 (en) | 2008-11-24 | 2015-12-29 | Corthera Inc | prognosis and prevention of preeclampsia |
EP2348987B1 (en) | 2008-11-28 | 2017-03-22 | Impedimed Limited | Impedance measurement process |
US20100324611A1 (en) * | 2008-12-10 | 2010-12-23 | Waverx, Inc. | Devices, systems and methods for preventing and treating sensation loss |
DE102009008885A1 (en) | 2009-02-14 | 2010-08-26 | Fresenius Medical Care Deutschland Gmbh | Device for detecting moisture for a device for monitoring access to a patient, in particular for monitoring the vascular access in the case of extracorporeal blood treatment |
US10729357B2 (en) | 2010-04-22 | 2020-08-04 | Leaf Healthcare, Inc. | Systems and methods for generating and/or adjusting a repositioning schedule for a person |
US8246615B2 (en) | 2009-05-19 | 2012-08-21 | Vivant Medical, Inc. | Tissue impedance measurement using a secondary frequency |
KR101006824B1 (en) | 2009-05-22 | 2011-01-10 | 한국과학기술원 | Wearable monitoring apparatus and driving method thereof |
US20100324455A1 (en) | 2009-05-23 | 2010-12-23 | Lasercure Sciences, Inc. | Devices for management of foot injuries and methods of use and manufacture thereof |
US9345531B2 (en) | 2009-06-05 | 2016-05-24 | Cynosure, Inc. | Radio-frequency treatment of skin tissue with shock-free handpiece |
GB0912009D0 (en) | 2009-07-10 | 2009-08-19 | Univ Strathclyde | Sensor |
CN102481110B (en) * | 2009-08-17 | 2015-05-20 | 加利福尼亚大学董事会 | Distributed external and internal wireless sensor systems for characterization of surface and subsurface biomedical structure and condition |
US8390583B2 (en) | 2009-08-31 | 2013-03-05 | Qualcomm Incorporated | Pressure sensitive user interface for mobile devices |
US9579039B2 (en) | 2011-01-10 | 2017-02-28 | Masimo Corporation | Non-invasive intravascular volume index monitor |
EP2308372B1 (en) | 2009-10-01 | 2017-02-15 | seca ag | Bioimpedance measuring device |
WO2011056626A1 (en) | 2009-10-28 | 2011-05-12 | The Board Of Governors For Higher Education, State Of Rhode Island And Providence Plantations | Biomedical electrode |
JP2013513648A (en) | 2009-12-15 | 2013-04-22 | ウニヴァーシテテット イ オスロ | Composition comprising TiO2 nanoparticles |
US10441185B2 (en) | 2009-12-16 | 2019-10-15 | The Board Of Trustees Of The University Of Illinois | Flexible and stretchable electronic systems for epidermal electronics |
NO20093601A1 (en) | 2009-12-29 | 2011-06-30 | Idex Asa | surface Sensor |
US8874186B2 (en) | 2009-12-30 | 2014-10-28 | Avery Dennison Corporation | Apparatus and method for monitoring physiological parameters using electrical measurements |
US9320665B2 (en) | 2010-01-27 | 2016-04-26 | Xsensor Technology Corporation | Risk modeling for pressure ulcer formation |
US8828330B2 (en) | 2010-01-28 | 2014-09-09 | Abbott Diabetes Care Inc. | Universal test strip port |
EP2538841A2 (en) | 2010-02-26 | 2013-01-02 | Myskin, Inc. | Analytic methods of tissue evaluation |
BR112012028410A2 (en) | 2010-05-08 | 2016-11-16 | Univ California | image registration system and image registration method |
EP4335362A1 (en) | 2010-05-08 | 2024-03-13 | The Regents of The University of California | Method and apparatus for early detection of ulcers by scanning of subepidermal moisture |
WO2012037272A2 (en) | 2010-09-14 | 2012-03-22 | University Of Southern California | Concentric bipolar electrochemical impedance spectroscopy to assess vascular oxidative stress |
US20120078088A1 (en) | 2010-09-28 | 2012-03-29 | Point of Contact, LLC. | Medical image projection and tracking system |
CA2813656C (en) | 2010-10-29 | 2023-09-26 | Orpyx Medical Technologies Inc. | Peripheral sensory and supersensory replacement system |
US20120271121A1 (en) | 2010-12-29 | 2012-10-25 | Basis Science, Inc. | Integrated Biometric Sensing and Display Device |
AU2012260601B2 (en) | 2011-05-25 | 2018-02-01 | Innate Pharma, S.A. | Anti-KIR antibodies for the treatment of inflammatory disorders |
DE102012011212B4 (en) | 2011-06-06 | 2016-02-11 | Technische Universität Dresden | Sensor for determining the degree of infection of a wound under dressings |
JP6208124B2 (en) * | 2011-07-14 | 2017-10-04 | スミス アンド ネフュー ピーエルシーSmith & Nephew Public Limited Company | Wound dressing and method for producing the wound dressing |
DE102011113839B4 (en) | 2011-09-21 | 2013-05-02 | Fresenius Medical Care Deutschland Gmbh | Connection terminal for a humidity sensor and arrangement of a humidity sensor and a connection terminal for monitoring a vascular access and device for monitoring a vascular access |
JP6272238B2 (en) | 2012-01-30 | 2018-01-31 | センソリア・インコーポレイテッド | Sensors, interfaces and sensor systems for integrated remote monitoring and data collection of conditions at or near the body surface |
JP5922457B2 (en) * | 2012-03-26 | 2016-05-24 | テルモ株式会社 | Pressure ulcer detection device and its operating method |
WO2013149181A1 (en) | 2012-03-30 | 2013-10-03 | The Board Of Trustees Of The University Of Illinois | Appendage mountable electronic devices conformable to surfaces |
JP6242853B2 (en) | 2012-04-02 | 2017-12-06 | ポディメトリクス インコーポレイテッドPodimetrics, Inc. | Method of operating apparatus for monitoring patient's foot, apparatus and computer program for monitoring patient's foot |
US10265219B2 (en) | 2012-04-12 | 2019-04-23 | Elwha Llc | Wound dressing monitoring systems including appurtenances for wound dressings |
KR101347256B1 (en) | 2012-05-08 | 2014-01-06 | 루미리치 주식회사 | LED lighting apparatus |
UY34812A (en) | 2012-05-18 | 2013-12-31 | Teva Pharma | METHOD FOR TREATMENT OF LUNG CANCER OF NON-SMALL CELLS |
CN104582563B (en) | 2012-08-24 | 2017-09-15 | 皇家飞利浦有限公司 | clinical support system and method |
US8945328B2 (en) | 2012-09-11 | 2015-02-03 | L.I.F.E. Corporation S.A. | Methods of making garments having stretchable and conductive ink |
US9901298B2 (en) * | 2012-11-01 | 2018-02-27 | Quaerimus Medical Incorporated | System and method for prevention of diabetic foot ulcers using total internal reflection imaging |
US20140142984A1 (en) | 2012-11-21 | 2014-05-22 | Datcard Systems, Inc. | Cloud based viewing, transfer and storage of medical data |
EP2934646A1 (en) | 2012-12-24 | 2015-10-28 | Berlinger & Co. AG | Catheter or cannula arrangement with unit for monitoring length of stay of the same in a body |
US20140200486A1 (en) * | 2013-01-17 | 2014-07-17 | Quaerimus, Inc. | System and method for continuous monitoring of a human foot for signs of ulcer development |
US20150371522A1 (en) | 2013-01-28 | 2015-12-24 | Sensimat Systems Inc. | Multi-Station System for Pressure Ulcer Monitoring and Analysis |
US20140316297A1 (en) | 2013-02-22 | 2014-10-23 | Noninvasive Medical Technologies, Inc. | Impedance monitors, electrode arrays and methods of use |
US9808170B2 (en) | 2013-03-15 | 2017-11-07 | Welch Allyn, Inc. | Electrode with charge-operated indicator |
US20140273025A1 (en) | 2013-03-15 | 2014-09-18 | Wallac Oy | System and method for determining risk of pre-eclampsia based on biochemical marker analysis |
BR112015028905A2 (en) | 2013-05-21 | 2017-07-25 | Orpyx Medical Tech Inc | pressure data acquisition set and method of acquiring pressure data |
US10166387B2 (en) | 2013-05-23 | 2019-01-01 | Cutosense Oy | Arrangement for facilitating wound healing, a method for measuring wound healing and a wound dressing |
US10206604B2 (en) | 2013-05-23 | 2019-02-19 | Cutosense Oy | Arrangement for facilitating wound healing, a method for measuring wound healing and a wound dressing |
US20150002168A1 (en) | 2013-06-27 | 2015-01-01 | General Electric Company | Systems and methods for soft-field tomography |
WO2015003015A2 (en) | 2013-07-01 | 2015-01-08 | Intersection Medical, Inc. | Compact and wearable apparatuses for home use in determining tissue wetness |
US9729730B2 (en) | 2013-07-02 | 2017-08-08 | Immersion Corporation | Systems and methods for perceptual normalization of haptic effects |
WO2015022583A2 (en) * | 2013-08-14 | 2015-02-19 | Nanyang Technological University | Systems and methods for revascularization assessment |
US9999352B2 (en) | 2013-09-27 | 2018-06-19 | General Electric Company | System and method for determining a hydration level of a tissue region |
CN103815875B (en) | 2013-10-28 | 2015-06-03 | 重庆西南医院 | Near-infrared spectrum imaging system for diagnosis of depth and area of burn skin necrosis |
KR102334838B1 (en) * | 2013-11-28 | 2021-12-06 | 웨스턴 시드니 유니버시티 | Blood volume monitor |
US20150157435A1 (en) | 2013-12-06 | 2015-06-11 | PegaSense, Inc. | Equine fitness monitor |
US9028407B1 (en) | 2013-12-13 | 2015-05-12 | Safer Care LLC | Methods and apparatus for monitoring patient conditions |
US10898133B1 (en) | 2014-02-18 | 2021-01-26 | Orbital Reserach Inc. | Head-mounted physiological signal monitoring system, devices and methods |
KR20160120738A (en) | 2014-02-18 | 2016-10-18 | 트리아 뷰티, 인코포레이티드 | Internet connected dermatological devices and systems |
JP2017514620A (en) | 2014-05-07 | 2017-06-08 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | Method and apparatus for estimating fluid content of a body part of a subject |
WO2015168720A1 (en) | 2014-05-07 | 2015-11-12 | University Of South Australia | Wound sensor, system and method |
US20150363567A1 (en) | 2014-06-13 | 2015-12-17 | T.K. Pettus LLC | Comprehensive health assessment system and method |
WO2015195720A1 (en) | 2014-06-16 | 2015-12-23 | The Regents Of The University Of California | Methods and apparatus for monitoring wound healing using impedance spectroscopy |
US20160015962A1 (en) | 2014-07-16 | 2016-01-21 | Mehdi Shokoueinejad Maragheh | Smart Patch For Wound Management |
BR112017001135A2 (en) | 2014-07-24 | 2018-01-30 | Koninklijke Philips Nv | noninvasive treatment device for heating a first internal region and a second internal region of the skin using radiofrequency (rf) electric current |
US9770185B2 (en) | 2014-08-06 | 2017-09-26 | Verily Life Sciences Llc | Sharing a single electrode between skin resistance and capacitance measurements |
US10321858B2 (en) | 2014-08-18 | 2019-06-18 | Proteadx, Inc. | Apparatus and methods for transdermal sensing of analytes in interstitial fluid and associated data transmission systems |
CN107005092B (en) | 2014-09-05 | 2020-03-10 | 索雷斯能源公司 | Wireless electric field power transfer system, method, transmitter and receiver thereof |
CN204119175U (en) | 2014-09-23 | 2015-01-21 | 成都玖信科技有限公司 | A kind of ultra-wideband microwave power amplifier module based on PCB technology |
US10117617B2 (en) | 2014-10-08 | 2018-11-06 | Revealix, Inc. | Automated systems and methods for skin assessment and early detection of a latent pathogenic bio-signal anomaly |
US9717417B2 (en) | 2014-10-29 | 2017-08-01 | Spectral Md, Inc. | Reflective mode multi-spectral time-resolved optical imaging methods and apparatuses for tissue classification |
CN104352230A (en) * | 2014-11-10 | 2015-02-18 | 电子科技大学 | Non-invasive thrombosis detector |
US10285898B2 (en) | 2014-12-10 | 2019-05-14 | Nextern Inc. | Responsive whole patient care compression therapy and treatment system |
RU2017125782A (en) * | 2014-12-18 | 2019-01-21 | Конинклейке Филипс Н.В. | PORTABLE CARRIOVER-DEFIBRILLATOR (NKD) AND METHOD FOR INCREASING CONVENIENCE AND MORE LONG WEARING |
CN104567657A (en) | 2014-12-23 | 2015-04-29 | 天津大学 | Method for representing metal surface corrosion roughness based on electrochemical impedance spectra |
US10201198B2 (en) | 2014-12-23 | 2019-02-12 | Profit Royal Pharmaceutical Limited | Protective masks with coating comprising different electrospun fibers interweaved with each other, formulations forming the same, and method of producing thereof |
CN104644125B (en) * | 2015-01-29 | 2017-09-29 | 长沙一卫医疗科技有限公司 | The equipment of human blood glucose sweat gland of skin sweat ion situation |
FR3032184B1 (en) | 2015-02-03 | 2017-02-10 | Qualipac Sa | COMMUNICATION SYSTEM AND METHOD USING A CONTAINER FOR A COSMETIC OR PHARMACEUTICAL PRODUCT OR A WINE OR A SPIRITUAL AND TWO MOBILE TELECOMMUNICATION EQUIPMENT |
US20160270968A1 (en) | 2015-03-20 | 2016-09-22 | Amanda J. Stanford | Two-part bandage with replaceable wound covering portion |
US10058256B2 (en) | 2015-03-20 | 2018-08-28 | East Carolina University | Multi-spectral laser imaging (MSLI) methods and systems for blood flow and perfusion imaging and quantification |
PL3277368T3 (en) | 2015-03-31 | 2021-01-25 | Oncosec Medical Incorporated | Systems for improved tissue-sensing based electroporation |
US10314638B2 (en) | 2015-04-07 | 2019-06-11 | Ethicon Llc | Articulating radio frequency (RF) tissue seal with articulating state sensing |
US11179565B2 (en) | 2015-04-08 | 2021-11-23 | Koninklijke Philips N.V. | Non-invasive skin treatment device using r.f. electrical current with a treatment settings determiner |
WO2016172264A1 (en) * | 2015-04-24 | 2016-10-27 | Bruin Biometrics Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US10182740B2 (en) | 2015-04-24 | 2019-01-22 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US20160338591A1 (en) | 2015-05-21 | 2016-11-24 | Hill-Rom Services, Inc. | Systems and methods for mitigating tissue breakdown |
US10149958B1 (en) | 2015-07-17 | 2018-12-11 | Bao Tran | Systems and methods for computer assisted operation |
WO2017032393A1 (en) | 2015-08-21 | 2017-03-02 | Qimova A/S | System and process for controlling the risks of appearance of pressure ulcers |
KR102612874B1 (en) | 2015-08-31 | 2023-12-12 | 마시모 코오퍼레이션 | Wireless patient monitoring systems and methods |
EP3344974A4 (en) | 2015-09-05 | 2019-04-17 | Nova Southeastern University | Detecting early tissue damage due to mechanical deformation, shear, friction, and/or prolonged application of pressure |
EP3389482A4 (en) | 2015-12-16 | 2019-05-08 | Siren Care, Inc. | System and method for detecting inflammation in a foot |
US9949683B2 (en) | 2015-12-22 | 2018-04-24 | Sharp Laboratories Of America, Inc. | Dual-function active matrix sensor array |
US10194856B2 (en) | 2015-12-22 | 2019-02-05 | Sharp Laboratories Of America, Inc. | Matrix multi-sensor array |
US11141100B2 (en) | 2015-12-23 | 2021-10-12 | Coloplast A/S | Moisture assessment system and method for wound care |
US10463279B2 (en) | 2016-02-19 | 2019-11-05 | Trustees Of Dartmouth College | Movement monitoring systems and methods |
KR102493491B1 (en) | 2016-03-04 | 2023-01-31 | 삼성전자주식회사 | Electric device for measuring biometric information and method for operating the same |
US20170311807A1 (en) | 2016-04-27 | 2017-11-02 | Hill-Rom Services, Inc. | Apparatuses for detecting biomarkers and methods for using the same |
WO2017190049A1 (en) | 2016-04-29 | 2017-11-02 | Lifelens Technologies, Llc | Monitoring and management of physiologic parameters of a subject |
WO2017214188A1 (en) | 2016-06-06 | 2017-12-14 | University Of Massachusetts | Systems and methods for prevention of pressure ulcers |
WO2017218818A2 (en) | 2016-06-15 | 2017-12-21 | Cvr Global, Inc. | Method for eliminating noise in signal data from a piezoelectric device and detecting stenosis |
JP2019527568A (en) | 2016-07-07 | 2019-10-03 | ザ・リージェンツ・オブ・ザ・ユニバーシティ・オブ・カリフォルニアThe Regents of the University of California | Implants using ultrasonic backscattering to detect physiological conditions |
KR101776698B1 (en) | 2016-08-12 | 2017-09-11 | 연세대학교 산학협력단 | Capacitance bio sensor for identification of bacteria and antibiotics susceptibility test |
US11076777B2 (en) | 2016-10-13 | 2021-08-03 | Masimo Corporation | Systems and methods for monitoring orientation to reduce pressure ulcer formation |
GB2572313B (en) | 2016-10-28 | 2021-11-03 | Tridonic Gmbh & Co Kg | Lighting device |
WO2018115461A1 (en) | 2016-12-22 | 2018-06-28 | Fleming Medical Ltd. | A dressing system |
JP7015305B2 (en) | 2017-02-03 | 2022-02-02 | ブルーイン、バイオメトリクス、リミテッド、ライアビリティー、カンパニー | Measurement of tissue viability |
CN109890273B (en) | 2017-02-03 | 2022-10-11 | 布鲁恩生物有限责任公司 | Measurement of edema |
CN115553725A (en) | 2017-02-03 | 2023-01-03 | 布鲁恩生物有限责任公司 | Bilateral symmetry comparison of subsurface humidity values |
KR102283395B1 (en) | 2017-02-03 | 2021-07-30 | 브루인 바이오메트릭스, 엘엘씨 | Determination of susceptibility to diabetic foot ulcers |
GB201800057D0 (en) | 2018-01-03 | 2018-02-14 | Smith & Nephew Inc | Component Positioning And stress Relief For Sensor Enabled Wound Dressings |
US20210077304A1 (en) | 2017-05-10 | 2021-03-18 | Northwestern University | Functional fabric devices having integrated sensors |
WO2018210693A1 (en) | 2017-05-15 | 2018-11-22 | Smith & Nephew Plc | Negative pressure wound therapy system using eulerian video magnification |
WO2018236739A1 (en) | 2017-06-19 | 2018-12-27 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
EP3641627B1 (en) | 2017-06-23 | 2023-05-31 | Smith & Nephew PLC | Positioning of sensors for sensor enabled wound monitoring or therapy |
GB201803496D0 (en) | 2018-03-05 | 2018-04-18 | Smith & Nephew | Skewing pads for impedance measurement |
CN111093726B (en) | 2017-08-10 | 2023-11-17 | 史密夫及内修公开有限公司 | Sensor positioning for performing wound monitoring or treatment of sensors |
EP3681376A1 (en) | 2017-09-10 | 2020-07-22 | Smith & Nephew PLC | Systems and methods for inspection of encapsulation and components in sensor equipped wound dressings |
GB201804971D0 (en) | 2018-03-28 | 2018-05-09 | Smith & Nephew | Electrostatic discharge protection for sensors in wound therapy |
GB201718870D0 (en) | 2017-11-15 | 2017-12-27 | Smith & Nephew Inc | Sensor enabled wound therapy dressings and systems |
EP3687396A1 (en) | 2017-09-28 | 2020-08-05 | Smith & Nephew plc | Neurostimulation and monitoring using sensor enabled wound monitoring and therapy apparatus |
AU2018349285A1 (en) | 2017-10-10 | 2020-03-19 | Stryker Global Technology Center Pvt. Ltd. | Patient monitoring system and method thereof |
GB201718851D0 (en) | 2017-11-15 | 2017-12-27 | Smith & Nephew | Flocked conformable circuit boards for sensor enabled wound therapy dressings and systems |
JP6995574B2 (en) | 2017-11-10 | 2022-01-14 | 日本航空電子工業株式会社 | connector |
JP2021502845A (en) | 2017-11-15 | 2021-02-04 | スミス アンド ネフュー ピーエルシーSmith & Nephew Public Limited Company | Integrated sensor-enabled wound monitoring and / or treatment coverings and systems |
CA3080407A1 (en) | 2017-11-16 | 2019-05-23 | Bruin Biometrics, Llc | Providing a continuity of care across multiple care settings |
WO2019113481A1 (en) | 2017-12-07 | 2019-06-13 | Bruin Biometrics, Llc | Sem trend analysis |
EP3749181B1 (en) | 2018-02-09 | 2024-02-21 | Bruin Biometrics, LLC | Detection of tissue damage |
WO2019162272A1 (en) | 2018-02-21 | 2019-08-29 | T.J.Smith And Nephew, Limited | Monitoring of body loading and body position for the treatment of pressure ulcers or other injuries |
US11504071B2 (en) | 2018-04-10 | 2022-11-22 | Hill-Rom Services, Inc. | Patient risk assessment based on data from multiple sources in a healthcare facility |
CN208111467U (en) | 2018-05-24 | 2018-11-16 | 山西国惠光电科技有限公司 | A kind of infrared array detector novel package structure |
CA3106578A1 (en) | 2018-07-16 | 2020-01-23 | Swift Medical Inc. | Apparatus for visualization of tissue |
GB201814011D0 (en) | 2018-08-29 | 2018-10-10 | Smith & Nephew | Componet positioning and encapsulation for sensor enabled wound dressings |
EP3849401A1 (en) | 2018-09-12 | 2021-07-21 | Smith & Nephew plc | Device, apparatus and method of determining skin perfusion pressure |
US11406286B2 (en) | 2018-10-11 | 2022-08-09 | Masimo Corporation | Patient monitoring device with improved user interface |
GB2591899B (en) | 2018-10-11 | 2022-03-09 | Bruin Biometrics Llc | Device with disposable element |
US20200296821A1 (en) | 2019-03-11 | 2020-09-17 | Signify Holding B.V. | Reducing Capacitive Coupling On Metal Core Boards |
GB2614490B (en) | 2019-03-18 | 2023-12-06 | Smith & Nephew | Design rules for sensor integrated substrates |
WO2020190549A1 (en) | 2019-03-18 | 2020-09-24 | Purdue Research Foundation | Omniphobic paper-based smart bandage devices |
WO2020187643A1 (en) | 2019-03-19 | 2020-09-24 | Smith & Nephew Plc | Systems and methods for measuring tissue impedance |
CN113710153A (en) | 2019-05-23 | 2021-11-26 | T.J.史密夫及内修有限公司 | System and method for monitoring and treating diabetic foot ulcers |
AU2020103438A4 (en) | 2020-11-13 | 2021-01-28 | Nijhawan, Parag MR | A face shield for sensing body temperature and oxygen level |
CA3212487A1 (en) | 2021-03-09 | 2022-09-15 | Bruin Biometrics, Llc | Method for diagnosis and treatment of deep tissue injury using sub-epidermal moisture measurements |
-
2018
- 2018-02-02 KR KR1020197012121A patent/KR102283395B1/en active IP Right Grant
- 2018-02-02 EP EP18748512.3A patent/EP3515306B1/en active Active
- 2018-02-02 AU AU2018217190A patent/AU2018217190B2/en active Active
- 2018-02-02 BR BR112019008574A patent/BR112019008574A2/en unknown
- 2018-02-02 KR KR1020217023260A patent/KR102481926B1/en not_active Application Discontinuation
- 2018-02-02 CN CN202410255300.8A patent/CN118177725A/en active Pending
- 2018-02-02 CA CA3042103A patent/CA3042103A1/en active Pending
- 2018-02-02 MX MX2019004923A patent/MX2019004923A/en unknown
- 2018-02-02 WO PCT/US2018/016741 patent/WO2018144946A1/en unknown
- 2018-02-02 GB GB1905831.2A patent/GB2571014B/en active Active
- 2018-02-02 JP JP2019522652A patent/JP7105767B2/en active Active
- 2018-02-02 GB GB2106230.2A patent/GB2591707B/en active Active
- 2018-02-02 US US15/887,886 patent/US20180220954A1/en not_active Abandoned
- 2018-02-02 KR KR1020227045103A patent/KR20230003447A/en not_active IP Right Cessation
- 2018-02-02 CN CN201880004141.7A patent/CN109890282A/en active Pending
- 2018-02-02 GB GB1917913.4A patent/GB2581018B/en active Active
- 2018-02-02 GB GB2106232.8A patent/GB2591708B/en active Active
-
2019
- 2019-11-06 US US16/676,388 patent/US10959664B2/en active Active
-
2020
- 2020-07-08 AU AU2020204561A patent/AU2020204561B2/en active Active
-
2021
- 2021-03-22 US US17/208,972 patent/US11627910B2/en active Active
- 2021-07-28 AU AU2021209233A patent/AU2021209233A1/en not_active Abandoned
-
2022
- 2022-07-11 JP JP2022111407A patent/JP2022141767A/en active Pending
-
2023
- 2023-06-27 US US18/341,886 patent/US20230329629A1/en active Pending
- 2023-08-03 AU AU2023210616A patent/AU2023210616A1/en active Pending
Cited By (24)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US11779265B2 (en) | 2010-05-08 | 2023-10-10 | Bruin Biometrics, Llc | SEM scanner sensing apparatus, system and methodology for early detection of ulcers |
US11253192B2 (en) | 2010-05-08 | 2022-02-22 | Bruain Biometrics, LLC | SEM scanner sensing apparatus, system and methodology for early detection of ulcers |
US11832929B2 (en) | 2015-04-24 | 2023-12-05 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US10485447B2 (en) | 2015-04-24 | 2019-11-26 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US11534077B2 (en) | 2015-04-24 | 2022-12-27 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub epidermal moisture measurements |
US11284810B2 (en) | 2015-04-24 | 2022-03-29 | Bruin Biometrics, Llc | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements |
US11911174B2 (en) | 2016-06-06 | 2024-02-27 | University Of Massachusetts | Systems and methods for prevention of pressure ulcers |
US11304652B2 (en) | 2017-02-03 | 2022-04-19 | Bbi Medical Innovations, Llc | Measurement of tissue viability |
US11337651B2 (en) | 2017-02-03 | 2022-05-24 | Bruin Biometrics, Llc | Measurement of edema |
US10959664B2 (en) * | 2017-02-03 | 2021-03-30 | Bbi Medical Innovations, Llc | Measurement of susceptibility to diabetic foot ulcers |
US11627910B2 (en) | 2017-02-03 | 2023-04-18 | Bbi Medical Innovations, Llc | Measurement of susceptibility to diabetic foot ulcers |
US10898129B2 (en) * | 2017-11-16 | 2021-01-26 | Bruin Biometrics, Llc | Strategic treatment of pressure ulcer using sub-epidermal moisture values |
US20200069240A1 (en) * | 2017-11-16 | 2020-03-05 | Bruin Biometrics, Llc | Strategic Treatment of Pressure Ulcer Using Sub-Epidermal Moisture Values |
US11426118B2 (en) | 2017-11-16 | 2022-08-30 | Bruin Biometrics, Llc | Strategic treatment of pressure ulcer using sub-epidermal moisture values |
US11191477B2 (en) | 2017-11-16 | 2021-12-07 | Bruin Biometrics, Llc | Strategic treatment of pressure ulcer using sub-epidermal moisture values |
US11980475B2 (en) | 2018-02-09 | 2024-05-14 | Bruin Biometrics, Llc | Detection of tissue damage |
US11471094B2 (en) | 2018-02-09 | 2022-10-18 | Bruin Biometrics, Llc | Detection of tissue damage |
US11600939B2 (en) | 2018-10-11 | 2023-03-07 | Bruin Biometrics, Llc | Device with disposable element |
US10950960B2 (en) | 2018-10-11 | 2021-03-16 | Bruin Biometrics, Llc | Device with disposable element |
US11824291B2 (en) | 2018-10-11 | 2023-11-21 | Bruin Biometrics, Llc | Device with disposable element |
US11342696B2 (en) | 2018-10-11 | 2022-05-24 | Bruin Biometrics, Llc | Device with disposable element |
US11417425B2 (en) * | 2020-03-20 | 2022-08-16 | Scott Kantro | System and method for management of diabetic foot care patients |
US11642075B2 (en) | 2021-02-03 | 2023-05-09 | Bruin Biometrics, Llc | Methods of treating deep and early-stage pressure induced tissue damage |
US12097041B2 (en) | 2021-02-03 | 2024-09-24 | Bruin Biometrics, Llc | Methods of treating deep and early-stage pressure induced tissue damage |
Also Published As
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US11627910B2 (en) | Measurement of susceptibility to diabetic foot ulcers | |
US20230148893A1 (en) | Bisymmetric Comparison of Sub-Epidermal Moisture Values | |
AU2023202372A1 (en) | Apparatus and methods for determining damaged tissue using sub-epidermal moisture measurements | |
NZ752927B2 (en) | Measurement of susceptibility to diabetic foot ulcers |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
AS | Assignment |
Owner name: BRUIN BIOMETRICS, LLC, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:BURNS, MARTIN;BARRINGTON, SARA;ROSS, GRAHAM;SIGNING DATES FROM 20170216 TO 20170308;REEL/FRAME:045299/0743 Owner name: BRUIN BIOMETRICS, LLC, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:BURNS, MARTIN;BARRINGTON, SARA;ROSS, GRAHAM;REEL/FRAME:044884/0958 Effective date: 20170713 |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
AS | Assignment |
Owner name: BBI MEDICAL INNOVATIONS, LLC, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:BRUIN BIOMETRICS, LLC;REEL/FRAME:054880/0013 Effective date: 20210108 Owner name: BBI MEDICAL INNOVATIONS, LLC, CALIFORNIA Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:BRUIN BIOMETRICS, LLC;REEL/FRAME:054879/0157 Effective date: 20201015 |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: ADVISORY ACTION MAILED |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: DOCKETED NEW CASE - READY FOR EXAMINATION |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: NON FINAL ACTION MAILED |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: RESPONSE TO NON-FINAL OFFICE ACTION ENTERED AND FORWARDED TO EXAMINER |
|
STPP | Information on status: patent application and granting procedure in general |
Free format text: FINAL REJECTION MAILED |
|
STCB | Information on status: application discontinuation |
Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION |