The invention generally relates to wearable surface electromyography (hereinafter, also referred to as “sEMG”) sensors and methods of making and/or using the same. More specifically, some nonlimiting aspects of the invention relate to devices and methods for the optimization of a wearable sEMG sensor for the rehabilitation of oropharyngeal dysphagia.
Swallowing disorders (a.k.a. dysphagia) are known to affect more than 10 million adults and over 0.5 million children in the US per year. With COVID-19 this number is expected to increase because dysphagia is common among COVID-19 survivors. Unfortunately, the inability to swallow can have detrimental consequences on physical and emotional health, quality of life, and healthcare costs. Therefore, effective management of dysphagia is desired in order to prevent these life-altering ramifications. Currently, the most common rehabilitative swallowing treatments target the strength and/or coordination of oropharyngeal muscles.
The use of biofeedback as an adjunct to these treatments has been shown to improve specific swallow physiology events mostly in small-scale studies and is gradually gaining popularity in clinical practice. However, most currently available biofeedback devices for dysphagia management, such as surface electromyography (sEMG), manometry, and endoscopy, are large, and/or expensive, and thus primarily available in large urban clinical centers and not easily transferrable to the home setting or adaptable to use for telehealth. However, telehealth for dysphagia management has seen a significant expansion in the COVID-19 era, which has further highlighted the need for reliable, user-friendly, and affordable telehealth systems for swallowing management.
In recent years, the development of portable, cloud-based, or wearable devices for rehabilitation of dysphagia has emerged. In the area of surface EMG specifically, new technologies such as rigid wearable sensor designs that accommodate signal acquisition from one side of the neck, or bilateral ultrathin flexible wearable sensors (e.g., Kim et al., “Flexible submental sensor patch with remote monitoring controls for management of oropharyngeal swallowing disorders,” Sci Adv. 2019 Dec. 13;5(12):eaay3210, which is incorporated herein by reference in its entirety) have been developed. However, these promising technologies either remain relatively expensive, or have a short lifetime and low durability for clinical use.
For example, an ultrathin flexible and stretchable sEMG sensor patch has been developed for the submental area that uses a honeycomb design, and its use has been validated against commercially available snap-on sEMG sensors, as disclosed in Kantarcigil et al., “Validation of a Novel Wearable Electromyography Patch for Monitoring Submental Muscle Activity During Swallowing: A Randomized Crossover Trial,” J. Speech Lang. Hear. Res., 2020 Oct. 16;63(10):3293-3310 (hereinafter, Kantarcigil), which is incorporated herein by reference in its entirety. Though the technical performance of this patch was comparable to existing commercial sEMG sensors, in pre-clinical trials it was recognized that durability, complexity, and ease of application were aspects in which improvements would be desirable.
Therefore, there is an ongoing desire for wearable sEMG sensors adapted to collect surface EMG signals from the head and neck area of an individual, and are capable of maintaining high technical performance and durability after repeated uses.
The intent of this section of the specification is to briefly indicate the nature and substance of the invention, as opposed to an exhaustive statement of all subject matter and aspects of the invention. Therefore, while this section identifies subject matter recited in the claims, additional subject matter and aspects relating to the invention are set forth in other sections of the specification, particularly the detailed description, as well as any drawings.
The present invention provides, but is not limited to, wearable surface electromyography (sEMG) sensor units and methods of making and using the same.
According to a nonlimiting aspect of the invention, a wearable surface electromyography (sEMG) sensor unit includes a flexible non-stretchable substrate comprising a first layer defining a first side of the substrate and a second layer defining a second side of the substrate. A plurality of sensor electrodes, including at least one pair of active electrodes and a ground electrode, are disposed on the first side. The plurality of sensor electrodes. Traces are disposed on the second side and one or more vias connect the traces with the sensor electrodes.
According to another nonlimiting aspect of the invention, a method is provided for obtaining sEMG biofeedback for the treatment of a patient with dysphagia. The method includes placing a wearable sEMG sensor unit in a use position on the submental area of the patient such that an active electrode is located near a submental muscle of interest, and obtaining signals from the active electrode indicative of activity of the submental muscle of interest.
According to yet another nonlimiting aspect of the invention, a method of fabricating a wearable sEMG sensor unit includes forming a flexible non-stretchable substrate to comprise a polymeric layer and a metallic layer, forming sensor electrodes on a first side of the substrate, forming traces on a second side of the substrate, and connecting the sensor electrodes and traces with vias.
Technical aspects of sensor units and methods as described above preferably include the capability of exhibiting good adhesion, high technical performance, durability, and/or reliable signal quality throughout multiple uses.
Other aspects and advantages of this invention will be appreciated from the following detailed description.
The intended purpose of the following detailed description of the invention and the phraseology and terminology employed therein is to describe what is shown in the drawings, which relate to one or more nonlimiting embodiments of the invention, and to describe certain but not all aspects of what is depicted in the drawings, including the embodiment(s) depicted in the drawings. The following detailed description also describes certain investigations relating to the embodiment(s) depicted in the drawings, and identifies certain but not all alternatives of the embodiment(s) depicted in the drawings. As nonlimiting examples, the invention encompasses additional or alternative embodiments in which one or more features or aspects shown and/or described as part of a particular depicted embodiment could be eliminated, and also encompasses additional or alternative embodiments that combine two or more features or aspects shown and/or described as part of different embodiments. Therefore, the appended claims, and not the detailed description, are intended to recite particularly point out subject matter regarded to be aspects of the invention, including certain but not necessarily all of the aspects and alternatives described in the detailed description.
Although the invention will be described below in reference to wearable sEMG sensor units shown in the drawings, it will be appreciated that the teachings of the invention are more generally applicable to a variety of types of wearable sensors. To facilitate the description provided below of the embodiment(s) represented in the drawings, relative terms, including but not limited to, “proximal,” “distal,” “anterior,” “posterior,” “vertical,” “horizontal,” “lateral,” “front,” “rear,” “side,” “forward,” “rearward,” “top,” “bottom,” “upper,” “lower,” “above,” “below,” “right,” “left,” etc., may be used in reference to the orientation of a wearable sEMG sensor unit during its use and/or as represented in the drawings. All such relative terms are useful to describe the illustrated embodiment(s) but should not be otherwise interpreted as limiting the scope of the invention.
The present invention provides wearable sEMG sensor units. The units are preferably capable of use as a component of a biofeedback device and being configured to address one or more limitations of other technologies as outlined previously herein. The wearable sEMG sensor units are preferably thin (as opposed to ultrathin) and fabricated on a substrate that is relatively flexible (capable of flexing out of the plane of the sensor) and yet relatively non-stretchable (limited strain in the plane of the sensor).
Turning now to the nonlimiting embodiments represented in the drawings,
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In one possible method, fabrication of the sensor unit 10 starts with fabrication of the two layers 14a and 14b of the substrate 12, including forming the layer 14a of non-stretchable polymeric material, as a nonlimiting example, a polyimide (PI) film or sheet, and forming the layer 14b of a metallic material, as a nonlimiting example, a copper (Cu) film or sheet. The nonlimiting embodiment of the sensor 10 unit shown in
As represented in
The ground electrode 18 is arranged so as to come into direct contact with the middle line of the mandible (just below the mental protuberance) of a patient as represented by the nonlimiting position shown in
As more readily apparent in
Reinforcing layers 24, such as thin layers of Cu, are disposed on opposite sides of the substrate 12 at two interior corners of the body 26 located on opposite sides of the tab 28, in the area where the bottom edge of the main body 26 intersects the tab 28. The reinforcing layers 24 inhibit tearing at the two interior corners adjacent the tab 28, which are high-stress points where tearing is more likely to occur, to increase the durability and life of the sensor unit 10.
The sensor unit 10 is not represented as including an integrated adhesive layer on the front side of the unit 10 for adhering the unit 10 and its electrodes 16a-16d and 18 to the skin of an individual, though it is foreseeable that an integrated adhesive layer could be incorporated into the unit 10. In the absence of an integrated adhesive layer, an adhesive may be applied to the front side of the unit 10 by the patient, technician, or other user immediately or shortly before pressing the front side of the unit 10 to the patient's skin. In a nonlimiting example, a conductive paste widely used in neuromonitoring procedures, such as Ten20® Conductive Paste available from Weaver and Company, may be manually applied prior to applying the sensor unit 10 to the skin. Optionally, a piece of skin safe adhesive tape may be used for adhesion to the skin.
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Sensor units 10 configured as represented in
As discussed in more detail below, regarding adhesion, additional gel application was needed three times throughout the forty uses. Regarding signal consistency, signal quality remained strong through the 16th and 19th uses of the first and second individual, respectively, which is double the lifetime of other ultrathin wearable swallowing sEMG sensor units. Signal to noise (SNR) ratio ranged from 18 to 24 across all sessions, which is equal or higher to that reported in prior similar work. No tearing of either sensor unit 10 was observed at any time.
Data collection procedures followed a standard protocol as described, for example, in Kantarcigil and elsewhere. In summary, the data collection procedures were completed by a trained research assistant (RA), who first cleaned the submental skin of the subjects with alcohol wipes to reduce skin—electrode impedance and further applied tape to the skin to remove any additional extraneous tissue/dirt. Then, the subjects were trained, via a step-by-step written manual, to adhere the wearable sensor unit 10 to their submental area, connect it to the wireless unit, and use the software for data acquisition. For placement, the ground electrode 18 (that specifically aligns to the lower part of the mandible's mental protuberance) was used to guide correct placement. The RA was available to help with this procedure, but for the most part the written instructions were adequate to allow independent data recording by the subjects. As it has been described in Kantarcigil, the sEMG signal was pre-amplified with a gain of 1000 and fourth-order Butterworth bandpass filtered with low and high cutoff frequencies of 20 and 500 Hz. A 60-Hz notch filter was used to reduce any powerline interference, and a sampling rate of 1000 samples per second was used.
Before each data collection, subjects were asked to sit as still as possible and breathe normally for 30 seconds to obtain a baseline resting sEMG amplitude, and then the subjects completed a criterion-reference task comprising maximum voluntary contraction of the submental muscles. This was a maximum anterior tongue press using the Iowa Oral Performance Instrument, where an air-filled bulb is placed on the anterior tongue and subjects are asked to push the bulb against the roof of their mouth as hard as possible. Three maximum effort anterior lingual pressure values (in kilopascals) were recorded, and the average of these trials was used to normalize the sEMG signal during data analysis.
Outcome variables examined included: adhesion, signal consistency, and technical durability across uses.
Adhesion to the skin was examined by noting the times adhesion was reduced and additional conductive gel application was needed across the twenty applications. The RA was in charge of recording these observations. Also, the RA visually inspected the submental area and took photos before, during removal, and immediately after the removal of the unit 10 for each session.
To examine consistency of signal quality across sessions for each individual, the signal to noise ratio (SNR) was examined across uses. EMG signals obtained from the left and right submental muscles were analyzed separately. A custom-written MATLAB script (MATLAB Inc.) with critical pre- and postprocessing steps including filtering, demeaning, full-wave rectification, and smoothing was developed. Before post-processing, the raw sEMG signal was visually inspected for motion artifacts, and any artifact that occurred during the rest periods was removed. Signal to Noise ratio was calculated using the following equation:
Technical durability was examined by visually inspecting the wearable sensor unit 10 for tears or destruction throughout its components and by taking photographs of the sensor unit 10 before and after each application/use.
Thirty seven out of the forty total applications/uses were completed without any adhesion issues. Additional conductive gel application was needed three times throughout the forty sessions. Visual inspection revealed no issues with skin appearance.
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Technical durability is an important feature for clinical adoption as it relates to re-usability and cost and is important for future clinical use. The data show that the sensor unit 10 provided good technical durability. The wearable sEMG sensor units 10 exhibited high technical and durability aspects of its performance. The sensor units 10 had excellent technical durability (twenty uses) without any tearing observed across any of the components of the units 10. Without being bound by theory, it is believed that design features that led to this improvement may include one or more of the thicker and non-stretchable substrate 12 and the inclusion of the reinforcing layers 24 at high-stress regions of the main body 26 of the substrate 12.
In addition to being durable from a materials standpoint, signal quality remained high (SNR >18) across 16 and 19 uses for each individual, respectively. Without being bound by theory, it is believed that this may be due to factors related to electrode type and placement. For example, double differential electrodes 16a-16d were incorporated to record submental muscle activity bilaterally that were proportional in size to the muscles of interest. Also, a skin preparation protocol for electrode adherence to the skin was used, and very good skin adherence for the majority of trials (37/40) was observed. Further, the sensor unit 10 included the ground electrode 18 within the same substrate/interface, the first layer 14a, which enabled easier and more consistent placement of the unit 10 across subjects and trials. Although signal degradation appeared to initiate on the 17th and 20th trial of each individual test subject, signal quality remained excellent until these time points.
The wearable sEMG sensor units 10 exhibited good adhesion, excellent technical durability, and reliable signal quality across multiple uses. It is believed that, among other possible uses and advantages, the sensor units 10 may provide an affordable and reliable sEMG biofeedback solution for the treatment and tele-treatment of patients with dysphagia.
As previously noted above, though the foregoing detailed description describes certain aspects of one or more particular embodiments of the invention, alternatives could be adopted by one skilled in the art. For example, the sensor unit 10 and its components could differ in appearance and construction from the embodiments described herein and shown in the drawings, functions of certain components of the sensor unit 10 could be performed by components of different construction but capable of a similar (though not necessarily equivalent) function, and various materials could be used in the fabrication of the sensor unit 10 and/or its components. As such, and again as was previously noted, it should be understood that the invention is not necessarily limited to any particular embodiment described herein or illustrated in the drawings.
This application claims the benefit of U.S. Provisional Application No. 63/338,112, filed May 4, 2022, the contents of which are incorporated herein by reference.
This invention was made with government support under Grant 1R21EB026099-01A1 awarded by National Institutes of Health. The government has certain rights in the invention.
Number | Date | Country | |
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63338112 | May 2022 | US |