Background
Transcutaneous stimulation via electrode arrays is becoming prevalent for personalized and home-based rehabilitation as they offer non-invasiveness, ease of use, reusability, and reconfigurability [
1,
2,
3]. They facilitate the modulation of nerve activity by activating or inhibiting nerve function for motor recovery, pain management, and sensory restoration. The field is also seeing advances with wearable neuroprostheses utilizing electrode arrays for assistive and therapeutic interventions [
4,
5,
6]. Electrodes within an array have innate electric field interactions that permeate through tissue layers to excite the target region. For highly selective stimulation, these electric fields must be confined to the target areas [
7]; however, regulating these fields can be arduous with transcutaneous delivery. The resulting charge spillage can activate the neighboring regions. Due to poor control, applications of electrical stimulation to motor function [
2,
8,
9] still face challenges, including co-contraction of neighboring muscles due to poor targetability, discomfort, and rapid onset of fatigue due to synchronous activation. Often, sophisticated stimulation techniques are explored to improve the overall outcome.
Field shaping is a technique that involves the regulation of complex electric fields to facilitate targeted stimulation [
10]. This is achieved through control over the shape, size, and location of active electrodes in an array, and the stimulation waveform. Ultimately, generating complex spatial stimulation patterns allows targeting narrower regions than those stimulated using traditional monopolar strategies. This technique is widely used for near-field stimulation, applied to deep brain stimulation (DBS), visual and auditory prostheses. These applications deploy segmented electrodes or electrodes with multi-contact designs to facilitate the formation of complex stimulation patterns [
11]. Applications involving near-field stimulation embed electrodes directly in the neural tissue. However, for transcutaneous stimulation, the electric field permeation is also influenced by the properties of tissue layers in addition to electrode properties.
Integrating field shaping into clinical DBS systems facilitated customized stimulation delivery for improved therapeutic efficacy [
10,
12]. For spinal cord stimulation (SCS), cathodal steering enabled the targeting of neural tissues for pain relief [
13,
14]. Modeling and analyzing these electric fields help optimize stimulation protocols, tailoring electrode configurations, intensities, and duration to improve the clinical outcome of SCS [
15]. Similarly, utilizing electrode arrays and optimizing separatrices avoided crosstalk and facilitated the electric field into target volumes for ophthalmology applications [
16]. Also, optimal electrode settings and stimulus parameters modulated the retina observation surface electric field distribution [
17]. Theoretical and physical modeling studies indicate that field-shaping strategies effectively stimulate narrow regions of the auditory nerve [
18]. Current steering also improved the spectral resolution and pitch perception with cochlear implants [
19]. Advances in high-density electrode arrays may provide a low-power, high-resolution alternative to current steering with contemporary cochlear arrays [
20].
As mentioned above, field-shaping and electrode design advances have improved the status quo of near-field stimulation. Similarly, complex stimulation patterns from shaping the electric fields can be leveraged for transcutaneous stimulation. Specifically, for applications involving motor function, these novel stimulation strategies can be explored to improve spatial selectivity, targetability, comfort, regulation of stimulation-induced fatigue, and compensation of electrode displacement. With this aim, this article provides a perspective on the applicability of field-shaping to transcutaneous stimulation delivered via electrode arrays.
Field Shaping by Modifying Electrode Properties
Electric field modulation can be facilitated by electrode morphology or configuration pattern. Field shaping is commonly done using several return configurations and current steering methods. Activation of several electrodes simultaneously modifies the shape of the electric field. This is due to the summation effect from two or more simultaneous electric fields. Such multipolar configurations improve upon traditional monopolar stimulation [
31,
32,
33]. These electric fields can be further modified by altering the parameters of the stimulation waveform. Furthermore, the geometric, chemical, mechanical, and physical configuration of electrodes also influences the stimulation performance [
34]. While several parameters provide leverage over the modulation of electric fields, studies that apply field-shaping strategies to transcutaneous stimulation are still scarce.
Figure 1 depicts the framework for implementing and assessing field-shaping techniques for transcutaneous stimulation. The stimulation outcome is evaluated for selectivity, comfort, and safety by varying the electrode properties, configuration, and stimulation parameters. Existing studies that modify these input parameters to improve stimulation outcomes are discussed in the following sections.
Several studies have assessed the influence of electrode size for transcutaneous stimulation using computational models. Smaller electrodes tend to be more selective but are prone to discomfort. However, the choice of electrode size also comes down to muscle targets. A study by [
35] recommended larger electrodes for more comfortable stimulation. It required a lower amplitude to simulate larger muscles like quadriceps, hamstrings, and gluteal muscles. Since forearm muscles are tightly packed, the use of smaller surface area electrodes is preferred for selective activation [
2,
36,
37]. Nevertheless, small surface area electrodes are discomforting due to their high current density profiles [
9,
21]. Small electrodes are comfortable for thin fat layers and superficial nerves, and larger electrodes are more comfortable for thicker fat layers and deeper nerves [
38]. Also, small electrodes give more granularity with electrode arrays, and their shapes can be altered dynamically.
Each electrode geometry can have a unique current density and field distribution profile [
39]. Thus, by customizing the electrode geometry, the AV can be regulated. Commercial multi-layered electrodes are bulky and have a large form factor. Hence, they tend to constrain most forearm movements and can be far from desirable. Achieving comfortable stimulation by changing the surface geometry emphasizes the potential for simple, single-layered electrodes. Also, for transcranial stimulation, concentric and ring-like geometries performed better than conventional electrodes [
40,
41]. Studies assessing the influence of electrode geometries for cardiac pacing and neurostimulation have reported several advances using high-perimeter electrodes. The study by [
30] used model-based analysis and experimentation to demonstrate that electrode geometries and their underlying current distribution are important for selectivity and comfort. And have identified suitable electrode geometries that offered better stimulation performance than conventional circular electrodes.
The electrode-skin impedance and the electrode properties primarily steer the current density distributions on the electrode surface [
42,
43]. Stimulation electrodes have regions of high current density along their periphery. These regions can cause inefficient stimulation and mild inflammatory responses [
9,
44]. Also, the penetration of high-density current into the dermo-epidermal regions induces pain sensation [
21]. The electrode surface has to be modified to achieve optimal current distribution [
9,
37,
45] or by adding current redistribution layers [
46,
47,
48]. Notably, electrode arrays are also influenced by the presence of hydrogel [
49]. The performance of conductive hydrogels that are used to redistribute the currents is highly non-linear, subjective, and deteriorates over time [
50] [
51,
52]. As the stimulation efficacy and focus are affected by hydrogel resistivity, a modeling study suggests using a high-resistivity hydrogel interface layer only for short periods [
50]. Alternatively, wet textile electrodes have also shown similar stimulation performance to conventional electrodes [
53].
Dry carbon-based electrodes that are conformable also have good stimulation performance and are suitable for wearable electrode arrays [
6]. The study computationally assessed different materials and how their conductivities affected the electric field distribution.
Controlling the magnitude, polarity, and number of active contacts introduces additional control over the shape of the electric field. Several studies have assessed the influence of electrode size, shape, and configuration on the permeated electric field [
30,
39,
54].
An ideal electrode configuration must confine the charges to targeted regions and elicit a submaximal response. Also, when considering optimal electrode configurations, in addition to leveraging overlapping electric fields for larger areas of activation, their effect on muscle fatigue must be considered. When considering multiple electrodes, there is a slight increase in fatigue conditions compared to single electrodes [
55]. Still, this can be mitigated with multi-array electrode configurations through asynchronous stimulation. Using multiple current sources is an effective means of stimulation [
56]. Similarly, stimulation delivered via multi-pad electrodes delayed the occurrence of fatigue [
57]. Additionally, the use of multipolar configuration can help to compensate for shifts in electrode displacement [
7,
58,
59].
If the two stimulation electrodes have the same surface area, the electric field generated between them and its consequent effect on the excitability of a target motor point is influenced by the inter-electrode distance (IED). A consensus is that selectivity and muscle recruitment increase with a decrease in IED. However, for large muscles such as the quadriceps or tibialis anterior, muscle recruitment increased with IED due to the availability of multiple motor points along the path of the charge flow. Many fibers can be activated by choosing optimal inter-electrode distances[
55]. For larger electrodes, [
60] demonstrated that a large volume of tissues was active with a small inter-electrode distance. However, the inter-electrode distance must be larger for small electrodes to activate large volumes of tissues. Another study indicated that smaller inter-electrode distances would result in more focal stimulation when applied to areas with low subcutaneous fat [
61]. Nevertheless, guidelines in choosing appropriate electrode configurations for a specific muscle to elicit desired contraction levels are limited. Despite the inter-subject variability due to nerve depth and fat thickness, studies have achieved the desired muscle response with suitable electrode configurations that facilitated selective field generation. Optimization algorithms can help to identify suitable electrode locations and configurations to evoke the target response [
59,
62,
63].
Electrode arrays have inherent challenges with setup time, strategies to identify suitable virtual electrode configurations, reducing discomfort, and user integration. Also, the inter-subject variability due to never depth, fat thickness, and other intrinsic factors influence the overall stimulation outcome. Hence, it remains an optimization problem to identify suitable electrode combinations and stimulation parameters to customize stimulation delivery. Still, advances in electronics and switching circuits are improving the control of electrode arrays with multiple current sources. Also, the calibration time with electrode arrays can be simplified by automated algorithms [
59]. Moreover, field-shaping strategies can improve transcutaneous stimulation when combined with advances in stimulation techniques, electrode configurations, material properties, and interface layers.