SMART WOUND MANAGEMENT SYSTEM
20220330886 · 2022-10-20
Assignee
Inventors
- Vijay Varadan (State College, PA, US)
- Mouli Ramasamy (State College, PA, US)
- Pratyush Rai (State College, PA, US)
- Prashanth Shyam Kumar (State College, PA, US)
- Venkatesh Varadan (Brooklyn, NY, US)
Cpc classification
G16H20/40
PHYSICS
G16H50/20
PHYSICS
A61B5/445
HUMAN NECESSITIES
G16H50/70
PHYSICS
A61F13/00063
HUMAN NECESSITIES
A61B5/7275
HUMAN NECESSITIES
A61B5/746
HUMAN NECESSITIES
A61B2562/0219
HUMAN NECESSITIES
A61B5/01
HUMAN NECESSITIES
International classification
A61B5/00
HUMAN NECESSITIES
A61B5/01
HUMAN NECESSITIES
A61B5/145
HUMAN NECESSITIES
Abstract
The present invention relates to a smart wound management system and to a method of medical treatment and management for wounds.
Claims
1. A Band-Aid system for treating and detecting a plurality of physiological values from the wound or wound site with sensors, transducers, and connectors.
2. The wound management system of claim 1, wherein the hydrogel is functionalized with therapeutic chemical compounds selected from the group consisting of antiseptic agents, microbial agents, buffer stabilized moisture (or saline), antibiotics, antibodies and combinations thereof.
3. The system of claim 1, wherein at least one of the sensors is used to acquire and measure pH value from the wound site.
4. The system of claim 1, wherein at least one of the sensors is used to acquire and measure temperature of the wound site.
5. The system of claim 1, wherein at least one of the sensors is used to acquire and measure electrical impedance of the wound site.
6. The system of claim 1, wherein at least one of the sensors is used to acquire and measure moisture at the wound site.
7. The system of claim 1, wherein at least one of the sensors is used to supply an electric potential to the wound site.
8. The system of claim 1, wherein at least one of the sensors is used to acquire and measure the bacterial activity at the wound site.
9. The system of claim 1, wherein at least one of the sensors is used to acquire and measure the bacterial activity or supply an electric potential is used to prevent biofilms and biofouling.
10. The system of claim 1, wherein at least one of the sensors has a combination of comprising a working electrode (WE), a counter electrode (CE), and a silver-silver chloride reference electrode (RE).
11. The system of claim 1, wherein at least one sensor is coated with hydrogel and thermosensitive hydrogel-drug or buffer formulation
12. The system of claim 1, wherein at least one of the sensors is a nanosensor.
13. The system of claim 1, wherein at least one of the sensors is an interdigitated electrode or transducer.
14. The system of claim 11, wherein the nanosensors have vertical or helical nanostructures.
15. The system of claim 12, wherein the nanostructures are polyethylene terephthalate, polyethylene naphthalate, polybutylene terephthalate, polyester, polyurethane, polystyrene, polyvinyl alcohol, ethylene vinyl alcohol, polyacrylamide, poly lactic acid, or polyethylene terephthalate.
16. The system of claim 1, wherein the sensors, detectors, or transducers are connected to a connector that establishes electrical connection to the electronics module.
17. A Band-Aid system and electronics system for assessing wound status information and rate of healing of the wound comprising a Band-Aid connected to the electronics module.
18. The system of claim 16, wherein the electronics module is connected to a connector that establishes electrical connection to the electronics module.
19. The system of claim 16, wherein the electronics module acquires, processes, stores, and transfers the sensor data.
20. The system of claim 16, wherein the electronics module generates electric potential to be supplied to at least one of the sensors in the Band-Aid.
21. The system of claim 16, wherein the electronics module comprises an Inertial Measurement Unit.
22. The system of claim 16, wherein the electronics module comprises a signal coprocessor.
23. The system of claim 16, wherein the electronics module microprocessor or microcontroller with executable code that performs the functions of capture and conversion of the signals from the Band-Aid into machine readable digitized data.
24. The system of claim 16, wherein the electronics module comprises indicators and/or alarms for status updates
25. The system of claim 16, wherein the electronics module comprises a wireless module to communicate or transfer data with the smart phone and web portal at a remote location.
26. A system for predicting wound healing and providing treatment guidelines: a Band-Aid with plurality of sensors, an electronics module to acquire and process the data from Band-Aid, and store and/or transmit the data; a software application installed on a phone and/or web portal that receives the data from the electronics module for further data analysis.
27. The system of claim 25, wherein system performs the functions of decryption, parsing of the raw data to separate them into individual channels of physiological data, data type and format conversions, calculation/extraction/pattern recognition tasks that allow the determination of parameters/features, perform pattern recognition tasks on any of the extracted features, to draw conclusions on the patient or end user's current wound status, prognosis and treatment recommendations.
28. The system of claim 25, wherein system generates a report about the status of the wound.
29. The system of claim 25, wherein the system provides an assessment about the wound and provides a treatment guideline based on the assessment.
30. The system of claim 25, wherein the system can autonomously impart treatment changes based on the data from the sensors, detectors, transducers, and electronics module.
31. The system of claim 25, wherein the software application can be used to impart changes in treatment.
32. The system of claim 25, wherein the system performs analysis to predict the wound status and healing rates at a specific point in time based on the specific patient data and on historical data regarding outcomes of a plurality of wound healing rates on a plurality of similar patients.
33. The system of claim 25, wherein the system performs analysis to predict the outcome of the change in treatment for a patient based on the baseline patient data and previously computed healing rates.
34. The system of claim 25, wherein the system predicts a degree of a confidence for each of the predicted outcomes indicating a chance that the patient will achieve the predicted outcome associated therewith at the specific point in time based on the treatment, each of the degrees of confidence based at least on the patient data and on the historical data regarding outcomes of the plurality of wound healing rates on the plurality of patients.
35. A bandage system for detecting physiological parameter and/or biomarker values from a wound site comprising a bandage, said bandage having: sensors for detecting one or more physiological parameters, a thermosensitive hydrogel, an adhesive for securing the bandage to skin, a connector which can connect the bandage to an electronics module for processing of the values electrical connection lines capable of relaying signals from the sensors to the connector.
36. The bandage system of claim 1, wherein the electronics module is integrated or connected to the bandage and wherein the electronics module is comprised of a frontend circuit to measure signals, a signal coprocessor unit for signal processing which is connected to a control and processing unit for converting signals from the sensors to computer readable data, a power supply and management block to provide proper voltages and power to the frontend circuit and the sensors and a wireless module to enable the electronics module to communicate the data to a computer.
37. The bandage system of claim 1, wherein the hydrogel is functionalized with therapeutic chemical compounds selected from the group consisting of antiseptic agents, microbial agents, buffer stabilized moisture (or saline), antibiotics, antibodies, antibiofilm agents and combinations thereof.
38. The bandage system of claim 1, wherein the nanosensor is comprised of a nanostructured working electrode (WE) and counter electrode (CE), and silver-silver chloride reference electrode (RE).
39. The bandage system of claim 3, wherein the bandage further includes a heating element connected to the layer of electrical connection lines for heating the skin and for activating release of the therapeutic chemical compound from the hydrogel.
40. The bandage wound of claim 1, wherein the physiological parameters are selected from the group consisting of oxygen, silver depletion, pH, temperature, moisture level, bacterial activity and combinations thereof.
41. The bandage system of claim 1, wherein at least one of the sensors is used to supply an electric potential to the wound site.
42. The bandage system of claim 1, wherein at least one sensor is coated with hydrogel and a thermosensitive hydrogel-drug or buffer formulation
43. The bandage system of claim 1, wherein at least one of the sensors is a nanosensor.
44. The bandage system of claim 1, wherein at least one of the sensors is an interdigitated electrode.
45. The bandage system of claim 9, wherein the nanosensors have vertical or helical nanostructures.
46. The bandage system of claim 9, wherein the nanostructures are polyethylene terephthalate, polyethylene naphthalate, polybutylene terephthalate, polyester, polyurethane, polystyrene, polyvinyl alcohol, ethylene vinyl alcohol, polyacrylamide, poly lactic acid, or polyethylene terephthalate.
47. A bandage and electronics system for assessing wound status information and rate of healing of a wound comprising the bandage system of claim 1 connected to an electronics module.
48. The bandage and electronics system of claim 13, wherein the electronics module acquires, processes, stores, and transfers the data obtained by the sensors.
49. The bandage and electronics system of claim 13, wherein the electronics module generates electric potential to be supplied to at least one of the sensors.
50. The bandage and electronics system of claim 13, wherein the electronics module includes an inertial measurement unit, a signal coprocessor, a microprocessor or microcontroller with executable code for performing the functions of capture and conversion of the signals from the sensors into machine readable digitized data, indicators and/or alarms for providing status updates, and a wireless module capable of communicating or transferring data to a smart phone and/or a web portal at a remote location.
51. A system for detecting and processing data from a wound and providing treatment guidelines for healing of the wound comprising: a bandage having a plurality of sensors; an electronics module capable of acquiring and processing the data from bandage and storing and/or transmitting the data; a software application installed on a phone and/or web portal for receiving the data from the electronics module for analysis of the data and for providing treatment guidelines for healing of the wound based on the results of the analysis.
52. A method of detecting and processing data from a wound and providing treatment guidelines for healing of the wound using the system of claim 17, wherein the system performs the functions of decryption, parsing of the data obtained from the sensors to separate the data into individual channels of physiological data, data type and format conversions, calculation/extraction/pattern recognition tasks that allow the determination of parameters/features, performing of pattern recognition tasks on extracted features to draw conclusions on the current status of the wound, and providing evaluation of prognosis and treatment recommendations based on the conclusions.
53. The method of claim 18, wherein the system autonomously imparts treatment changes based on the data from the sensors, and the electronics module.
54. The method of claim 18, wherein the system analyzes the data from the sensors, baseline patient data and previously computed healing data to provide treatment recommendations for the wound.
55. A method for managing wounds comprising applying a bandage containing a sensor to a wound site to measure one or more physiological values: measuring the one or more biomarker and/or physiological values, sending the measured physiological values from the sensor to an electronics module via an electromechanical connector, translating the measured biomarker and/or physiological values into machine readable data, transmitting the computer readable code to a computer; comparing the biomarker and/or physiological values from the sensor to predetermined physiological values stored in the computer to obtain a comparison analysis in real time, providing a management and treatment plan for the wound based on the results of the analysis.
56. The method for managing wounds of claim 21, wherein the measured physiological values are selected from the group consisting of oxygen, silver depletion, pH, temperature, electrical impedance, moisture level, bacterial activity and combinations thereof.
57. The method for managing wounds of claim 22, wherein the treatment plan includes a determination of the frequency and magnitude of delivery of therapeutics for treating the wound.
58. The bandage wound management system of claim 9, wherein the nanosensor is a hydrogel stack cloth based nanosensor array located on the bandage
59. The bandage wound management system of claim 24, wherein the stack has the ability to inject electrical pulse of varied potential and frequency into the wound.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
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DETAILED DESCRIPTION OF THE EMBODIMENTS
[0051] In accordance with various embodiments of the present invention a system for assessing the wound of a patient is described. The system may detect, process and report various wound parameters. The system may make treatment determinations based on these findings. The system may detect one or more physiological values from the wound of the patient. The system may compare one or more detected physiological values to predetermined physiological values in order to obtain a comparison result in real time. The physiological values may be detected by one or more sensors and electronics. The sensors may be nanostructured working electrode (WE) and counter electrode (CE), and silver-silver chloride reference electrode (RE). The sensor(s) may be an array connected to the electronics module that acquires sensor signals, sends electrical stimuli and communicates wirelessly to mobile device at programmable time intervals. The system may compute a composite score for wound healing and to determine the frequency and magnitude of delivery of therapeutics. Suitable sensors for use in the present invention are described in U.S. patent application Ser. No. 16/916,843, the entire disclosures of which is hereby incorporated by reference.
Bandage System
[0052] Sensor arrays for multiparameter monitoring (e.g., moisture, temperature, pH, silver depletion due to high microbial activity, oxygen content) are described herein. Each parameter is detected by a dedicated set of nanostructured working electrode (WE) and counter electrode (CE), and silver-silver chloride reference electrode (RE). The inter-digitated working electrode (WE) and counter electrode (CE) are nanostructured electrodes. The reference electrode (RE) is a silver-silver chloride printed electrode. The plurality of electrodes is covered with a hydrogel and a thermosensitive hydrogel-drug/buffer formulation. For example, a N-isopropyl acrylamide (NIPA, C6H11NO) based thermosensitive polymer in combination with chitosan for adhesion can be used as hydrogel. A hydrogel conformal film on top of the nanosensor surface or a hydrogel film stacked with the nanosensor can provide moisture for the skin to make it moist for better nanosensor-skin contact. The electrical interface with the skin is still formed by the nanostructures, unlike the gel-based electrodes that rely on the wet chemistry of the salts in the gel to make the electrical interface with the skin.
[0053] An example of a nanosensor hydrogel stack on a bandage of the present invention is shown in
[0054] The cloth substrate is coated with thermosensitive hydrogel. In certain embodiments of the present invention, the thermosensitive hydrogel (2) can be embedded with a drug such as an antibiofilm agent and/or an antibiotic such as amoxicillin-clavulanate, cephalexin, clindamycin, dicloxacillin, doxycycline and trimethoprim-sulfamethoxazole. In certain embodiments, there are heating elements (3) sandwiched between the hydrogel and the cloth substrate or adhesive bandage. The heating elements (3) can be used to trigger drug release.
[0055] The cloth based nanosensors with the hydrogel stack is fabricated in patterns of inter-digitated electrode (IDT/IDE) pairs (14) that function as working electrode (WE) and counter electrode (CE) as shown in
[0056] The layer of nanosensor array has a layer of electrical connection lines that consist of a grid of dedicated connections lines (1f) made of electrically conductive wires or printed conductive lines that are capable of relaying signals of the order of micro-volts or milli-volts and deliver electrical current that between about 1 and about 5 Volts, less than about 1 mA. The electrical connection lines are also connected to a network of printed lines of heat elements (3) that are made of high resistance inks such as inks with carbon fillers or fine wires that have high resistance such as ceramic wires with positive temperature coefficient. The electrical connection line network converges to a connector break out circuit (4). This circuit has a connector mounted on it that is used to connect the electronics module (16) to the bandage system (15). The network of printed lines of heating element (3) is embedded between a layer of thermosensitive hydrogel (2) and the adhesive bandage (1a) and sensor electronics (1). The hydrogel is functionalized with therapeutic chemical compounds such as antiseptic agents, buffer stabilized moisture (or saline). The network of printed lines of heating element (3) is designed to achieve temperatures above the phase transition temperature of the hydrogel to trigger the release of therapeutic chemical compounds.
[0057] The nanosensor signal acquisition and triggering heating element network for controlled release of therapeutic chemical compounds is managed by the electronics module (16) that is connected to the nanosensor and heating element network through a connector on the far side (away from the skin) of the bandage.
[0058]
[0059]
[0060] As shown in
[0061]
[0062] On the nanosensor hydrogel stack (8) of
[0063] This hydrogel-nanosensor stack forms a good nanosensor-skin contact by introduction of moisture at the nanosensor-skin interface, which is triggered immediately after the stack comes in contact with skin and detects skin temperature. The stack retains moisture at room temperature and can be recharged when it comes in contact with a moisture source.
[0064] Interdigitated electrodes (IDE): Interdigitated electrodes (IDE) (14) as shown in
[0065] Thermosensitive hydrogels formulation: Several gels have the characteristic of undergoing a discontinuous volume change upon changes in temperature and are classified as Thermosensitive Hydrogels. This phenomenon is due to the phase transition in the hydrogel at the designated temperature, and at this phase transition temperature (PTT) the swelling ratio of the hydrogel undergoes a sudden change.
[0066] There are various hydrogels which exhibit thermosensitive behavior. However, acrylamides and substituted acrylamides show a clearly defined phase transition temperature ranging between about 17 to about 60° C. In particular, N-isopropyl acrylamide (NIPA, C.sub.6H.sub.11NO) copolymerized with N,N′ methylene bis acrylamide (BIS, C.sub.7H.sub.10N.sub.2O.sub.2) gives the phase transition temperature of 33° C. which is useful for skin contact application.
[0067] Hydrogels can be cationic, anionic or neutral in nature and their hydrophilicity is due to the presence of —NH.sub.2, —COOH, —OH, —CONH.sub.2 groups which leads to their swelling in the presence of water.
[0068] Hydrogel synthesis: Exemplary hydrogels were synthesized based on N, isopropyl acrylamide (NIPA) as their phase transition temperature was in the range of 33−37° C. N, N′ methylene bis acrylamide (BIS) was used as a crosslinking agent. Ammonium per sulfate (APS) was used as a Redox initiator and Sodium meta bi sulfite (SMBS) as an accelerator. All reactants were dissolved in deionized water and the reaction was carried out under Nitrogen blanket at 5° C. for 12 hrs.
—(C.sub.6H.sub.12NO)—.sub.X1+—(C.sub.7H.sub.10N.sub.2O.sub.2)—.sub.X2.fwdarw..sup.APA,SMBSNIPA Hydrogel
[0069] The NIPA-BIS hydrogel can be prepared in deionized water by adding 6 to 8 weight % NIPA and 1 to 2 weight % BIS then purging with Nitrogen. After this a mix of 2 to 4 weight % Ammonium per sulfate (initiator) and Sodium Meta BiSulfite (accelerator) in deionized water was added to the above prepared solution and the solution was again purged with Nitrogen. The solution was kept in an airtight container at 5° C. for 12 hours.
[0070] Sensor fabrication: The nanosensor fabrication involves steps of embedding polymer nanofibers into a matrix polymer to form a yarn; dissolving the matrix polymer to expose the polymer nanofibers; and coating the polymer nanofibers in a film. The yarn can be a micro denier yarn. The micro denier yarn can have a helical structure. The method can further include a step of imparting an electrostatic charge to the yarn prior to dissolving the matrix polymer. The polymer nanofibers can be made of a polymer material selected from the group consisting of polyethylene terephthalate, polyethylene naphthalate or polybutylene terephthalate. The polymer nanofibers can be made of a polyester. The polymer nanofibers can be made of a polyurethane. The matrix polymer can be made of a material selected from the group consisting of polystyrene, polyvinyl alcohol, ethylene vinyl alcohol, polyacrylamide or poly lactic acid. The matrix polymer can be made of a polyethylene terephthalate modified with sulfonated isocyanate. The film can be a conductive material selected from the group consisting of silver, gold, platinum, polyaniline, polypyrrole, poly(3,4-ethylenedioxythiophene). The film can be a metal oxide film. The film can be a piezoelectric material film.
[0071] A method for manufacturing of hybrid nanostructured textile sensors (
[0072] In a different variation of this method, a single component micro denier yarn of 10-20 μm diameter is used for making microsensors. The method includes cutting of fibers to a length of from about 0.1 to about 1.5 mm; activating the cut microfibers in a reactor; drying the activated microfibers; applying an adhesive to a conductive fabric; depositing the activated microfibers as vertically standing nanofibers, the depositing step including performing an electrostatic and/or pneumatic assisted deposition process using a high strength electrostatic field of 2 kV/cm-10 kV/cm to electrostatically charge the activated microfibers and deposit the electrostatically charged activated microfibers as vertically standing nanofibers; curing the conductive fabric containing the vertically standing microfibers; and electroless plating the vertically standing microfibers, the electroless plating including coating the microfiber surface with a conductive material, and drying the conductive material to form a conductive film on the microfibers, and annealing the conductive film coated microfibers.
[0073] A more detailed description of the process can be found in patents U.S. Pat. No. 10,131,993 B2 “Large Scale Manufacturing of Hybrid Nanostructured Textile Sensors,” and U.S. Pat. No. 10,231,623 B2 “Roll-to-roll Printing Process for Manufacturing a Wireless Nanosensor,” the entire disclosures of which are hereby incorporated by reference.
[0074] Sensor array functionality: The inter-digitated nanosensor stack with hydrogel can be used as pH probe. All the electrodes are covered with hydrogel, but only the working electrode has the thermosensitive hydrogel combined with salt solution such as potassium chloride. The sensor(s) are able to differentiate between wound surface and skin surface through detecting the pH i.e., normal skin has a pH between 4 and 5.5, a wound has a pH between 7.15 and 8.9, blood has a pH between 7.35 and 7.45.
[0075] Thermoelectric coated nanosensors on the inter-digitated electrodes are used to detect change in temperature. Thermoelectric material, such as zinc oxide, is conformally coated on the nanostructured sensor surface to detect change in temperature based on change in electric current between working and counter electrode. Ideally, the dressing should be able to maintain an optimal temperature (from about 98.4° F. to about 99.4° F.) to enhance healing rate. Moisture level is detected by measuring impedance on the wound surface. A current of up to 5 mA at frequency of between about 1100 kHz is passed between a pair of nanostructured electrodes and voltage is measured across another pair of nanostructured electrodes. Electrical potential (AC) from a few micro amps to about 10 mA at frequency range in about 1-100 Hz is passed between a pair of nanostructured electrodes. The current also passes through wound tissue to enhance wound healing rates. This amplitude and frequency of current delivered from the sensor array to the wound will depend on the other metrics measured. Electric potential can intermittently be applied during measurements performed several times during the day. Alternately, depending on the severity/type of the wound, electric potential can be applied to the wound site for longer periods continuously. Silver depletion is measured as change in impedance through nanostructured inter-digitated sensor pair coated with silver nanoparticle-hydrogel layer. These sensors with large surface area which will enhance the measurement capability.
[0076] Oxygen content at the wound site is measured by Inter-digitated electrodes and surface acoustic waves in the range of 5 to 100.
[0077] Two different formulations of the hydrogel are used with thermo sensitivity of the gel differing by at least 5° C. The hydrogels can be embedded with drugs that have anti-microbial and/or wound healing properties. The hydrogel with lower temperature response releases the drug upon being triggered by body heat when the hydrogel comes in contact with the wound site. Further drug delivery can be triggered by applied heat (created by inter-digitated electrode pair by applying voltage across the electrode). The higher temperature response gel will only be activated if infection is detected (temperature increase, moisture build, abnormal pH, silver depletion using impedance scan).
[0078] Biofilms and biofouling formation is prevented as the sensor and electronics module (16) operates in a feedback loop, where the device learns about the current state of the wound and administers the necessary therapeutic modality. This feedback loop operates based on the ingested sensor data that indicates the wound status and bacterial activity. Inducing electrotactic behavior through the application of physiologically safe currents is one possible strategy in continuously keeping the bandage resistant to biofilms throughout the wound healing process. This prevents overall bacterial resistance, thereby preventing biofilms and biofouling. Electric pulse can be used to manipulate bacterial electrotaxis without using chemicals or antimicrobials. While the electric pulse solution decreases bacterial cellular velocity and growth, it does not affect the integrity of normal cells. The amount of current used will be less than 10 mA, which is safe for normal cells and human body. Similarly, electric pulse at wound sites can introduce the release of cytokines and prostaglandins which attracts the macrophages to the site, leading to bacterial death.
Electronics Module
[0079]
[0080] An example of a design of the electronics module is shown in
[0081]
[0082] The electronics module can also supply electric pulse and/or potential to the sensors in the range of 0.001-100 kHz and up to 50 mA. A frontend circuit can have multiple amplifiers, filters, potentiostat circuits to measure a plurality of signals from a combination of multiple sensors. The electronics module has a signal coprocessor unit (16) that is used for signal processing and for additional functions that complement the processing unit. This signal coprocessor unit (25) is connected to the control and processing unit (13) where the executable code is installed. An Inertial Measurement Unit (24) is connected to the control and processing unit (22) for movement tracking. The electronics module also has indicators and/or alarms (27), for status updates. The power supply and management block (28) of the electronics module provides the proper voltages and power to each circuit and the sensors from a battery to power up the electronics module. A wireless module (23) enables the electronics module (16) to communicate with the smart phone and web portal. Storage (26) such as a SD card or flash memory is used to store data.
Bandage
[0083] As shown in
[0084]
Software Application
[0085] The smart phone (20) includes a microcontroller or microprocessor and a storage medium that contains microcontroller or microprocessor executable code 201. The code 201 can perform the functions related to the command and interface functions shown in
TABLE-US-00001 Command Name Command code Command Description ACC_FileDuration 0x00 This command is used to set the amount of data to be stored in a single file. ACC_StatusVariable 0x01 This command is used to query the module for its current status. ACC_StartAcquisitionRequest 0x02 This command will start the signal data acquisition from the Analog front End. The acquired data is encrypted and stored on the SD card. ACC_RealTimeClockSet 0x03 This command is used to set the Real Time Clock and Calendar values on the Microcontroller. This operation needs to be done to synchronize the time between the smart device 20 and the time included in the data files that are captured by 10. ACC_FileTransferRequest 0x04 This command is used to request completed files from the module. The module will search for the requested file and start transferring the contents of the file from the Signal acquisition unit ACC_RealTimeReadRequest 0x05 This command returns the value of the Real- time clock and calendar on the Electronics module 10. ACC_StopAcquisitionSleep 0x06 This command instructs the module to go to sleep mode where all functions of the Electronics module are suspended. ACC_RealTimeStreamRequest* 0x07 Streams the acquired data to the smart device in a specified format ACC_SetEncryptionKey 0x08 This command is used to set the encryption key on the Electronics module at the beginning of the test. ACC_CurrentFileNumber 0x09 This command is used to query the module to determine the current file number. ACC_DeviceID 0x0A This command is read the device ID information ACC_FileSize 0x0B This command is used to determine the number of bytes in each file. ACC_FileTransferCancel 0x0C This command is used to cancel an ongoing file transfer. ACC_SendKeepAlive 0x0D This command is used to request the Electronics module to send message beacons that serve as pings to keep the smart device app active. ACC_DataSession 0x0E This command is used by the Smart device to inform the Electronics module that a data connection is either started or is about to terminate. ACC_GetGPSlocation 0x0F This command is used by the Electronics module to inquire the smart device and retrieve GPS location including altitude from a GPS service on the smart device.
[0086] The code in 201 has access to local storage available in the smart device 202. The code in 201 can further inquire the operating system in smart device (20) regarding the availability of an internet connection that will allow communication to web services 203. The code in 201 further communicates with a user interface and data managing software module 204. The interfaces between the patient or end user and the smart device are implemented by this module.
[0087] The Web server/portal (30) is implemented as two services that work in tandem, in an asynchronous manner. The services Application Programming Interface (API) 303 are responsible for collecting the data acquired by the Electronics module (10), received either directly from the Electronics module 101 or through the smart device software module 201. The API 303 routes the data to a secure cloud storage database that is capable of auto-scaling 301 to meet increased demands as needed. As soon as new data files are available in Scalable File Storage 301, a web server app hosted in 305 processes the data files. The processing in 305 may include, but is not limited to the following: [0088] 1) Decryption [0089] 2) Parsing of the raw data to separate them into individual channels of physiological data [0090] 3) Data type and format conversions [0091] 4) Calculation/extraction/pattern recognition tasks that allow the determination of parameters/features and a predictive score about wound healing. [0092] 5) Derive wound healing status and rate based on the original data measured by the system or any feature extracted by the step 4 above. To draw conclusions on the patient or end user's current wound status, prognosis, treatment recommendations, and predictions about wound healing using artificial intelligence, machine learning techniques, and computational statistical modeling techniques including, but not limited to, heuristics, support vector machines, neural networks and artificial neural networks, and Markov decision process, unsupervised learning, supervised learning, reinforcement learning, decision trees, regression analysis, self-learning, Bayesian networks, odds ratio, constant false alarm rate, weighted sum, threshold metrics, random forest, and fuzzy logic/neural network.
[0093] After the data files have been processed by 305, the resulting meta-data, features or parameters are stored in database 304. The databases 301 and 304 may be combined in a single database in a manner that is known to any person skilled in database management systems.
[0094] The web portal front end 302 is responsible for the management of the processed data and generating a user interface wherein the data is presented in a human readable form to a physician. The web portal front end 302 accesses the data that has been processed by 305 through the database services in 303. Apart from receiving the data collected by the device, the web portal can also ingest data including, but not limited to height of the patient, a weight of the patient, a gender of the patient, an age of the patient, a medical history and physical examination records of the patient, a medical status of the patient, a body mass index (BMI) of the patient, an ethnicity of the patient, a medical prescription history of the patient, a medical prescription status of the patient, types of medical treatments for the wound received by the patient, types of medical treatments for health issues and insurance or claims information previously received by the patient, diet information for the patient, psychological history of the patient, and a genetic indicator of the patient, biomarkers of the patient along with other EMR information.
[0095] The overall operation of the Smartphone Mobile App (
[0099] The data collection process is event-driven and triggered by the electronics module with two messages send to the smart device: [0100] The ACC_CurrentFileNumber message sent by the device when it starts collecting a new file of data. [0101] The electronics module also generates a request to the smart device to launch the application when an active communication session has not been established
[0102] The Data flow diagram depicts the state machine that implements the event driven querying operation between the Smartphone App and the electronics module, and between the smartphone app the Web Server/portal.
[0103]
[0104] More specifically 205 relates to the test or recording setup process that takes place in the electronics module. The steps include: [0105] Setting the file duration, which is used to set the amount of data to be stored in a single file. [0106] Setting real time clock, which is used to set the Real Time Clock and Calendar values on the Microcontroller. This operation needs to be done to synchronize the time between the smart device (20) and the time included in the data files that are captured by the Electronics Module (10). [0107] Setting the garment type, which is used to determine the type of bandage that is used for a recording if there are multiple options of bandage available. [0108] Setting the encryption key, which is used to set the encryption key on the Electronics Module at the beginning of the test. [0109] Validating the real time clock, which is used to validate the real time clock values set during the beginning of the recording.
[0110] Similarly, (206) relates to the test initiation process that take place in the Electronics Module and the App. The steps include: [0111] Data acquisition, which is used to start the signal data acquisition from the Analog front End. The acquired data is encrypted and stored on the SD card in the electronics module. [0112] Setting next file event, which is used to set up the App for event driven operations wherein it listens for the messages from the Electronics Module.
[0113] Likewise, (208) relates to starting/restarting the App. The steps include: [0114] Stopping file transfer, which is used to cancel an ongoing file transfer. [0115] Querying device status, which is used to determine the operational status of the device. [0116] Setting next file event, which is used to set up the App for event driven operations wherein it listens for the messages from the electronics module.
[0117] As shown in
[0118] In the preceding specification, the invention has been described with reference to specific exemplary embodiments and examples thereof. It will, however, be evident that various modifications and changes may be made thereto without departing from the broader spirit and scope of the invention as set forth in the claims that follow. The specification and drawings are accordingly to be regarded in an illustrative manner rather than a restrictive sense.
[0119] Obvious variants of the disclosed embodiments are within the scope of the description and the claims that follow.
[0120] All references cited herein, as well as text appearing in the figures and tables, are hereby incorporated by reference in their entirety for all purposes to the same extent as if each were so individually denoted.