Wearable High-Density MXene-Bioelectronics for Neuromuscular Diagnostics, Rehabilitation, and Assistive Technologies

被引:17
作者
Garg, Raghav [1 ,2 ,3 ]
Driscoll, Nicolette [2 ,3 ,4 ]
Shankar, Sneha [2 ,3 ,4 ]
Hullfish, Todd [5 ]
Anselmino, Eugenio [6 ,7 ]
Iberite, Francesco [6 ,7 ]
Averbeck, Spencer [2 ,3 ,4 ]
Rana, Manini [8 ]
Micera, Silvestro [6 ,9 ,10 ]
Baxter, Josh R. [5 ]
Vitale, Flavia [1 ,2 ,3 ,4 ,11 ]
机构
[1] Univ Penn, Dept Neurol, Philadelphia, PA 19104 USA
[2] Univ Penn, Ctr Neuroengn & Therapeut, Philadelphia, PA 19104 USA
[3] Ctr Neurotrauma Neurodegenerat & Restorat, Corporal Michael J Crescenz Vet Affairs Med Ctr, Philadelphia, PA 19104 USA
[4] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
[5] Univ Penn, Dept Orthoped Surg, Philadelphia, PA 19104 USA
[6] Scuola Super Sant Anna, BioRobot Inst, I-56025 Pisa, Italy
[7] Scuola Super Sant Anna, Dept Excellence Robot & AI, I-56025 Pisa, Italy
[8] Univ Texas Austin, Dept Biomed Engn, Austin, TX 78712 USA
[9] Ecole Polytech Fed Lausanne EPFL, Ctr Neuroprosthet, Translat Neuroengn, CH-1015 Lausanne, Switzerland
[10] Ecole Polytech Fed Lausanne EPFL, Inst Bioengn, CH-1015 Lausanne, Switzerland
[11] Univ Penn, Dept Phys Med & Rehabil, Philadelphia, PA 19104 USA
基金
美国国家卫生研究院;
关键词
bioelectronics; high-density surface electromyography; human-machine interfaces; MXenes; rehabilitation; SURFACE EMG; TI3C2; ELECTRODES; ARRAYS;
D O I
10.1002/smtd.202201318
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
High-density surface electromyography (HDsEMG) allows noninvasive muscle monitoring and disease diagnosis. Clinical translation of current HDsEMG technologies is hampered by cost, limited scalability, low usability, and minimal spatial coverage. Here, this study presents, validates, and demonstrates the broad clinical applicability of dry wearable MXene HDsEMG arrays (MXtrodes) fabricated from safe and scalable liquid-phase processing of Ti3C2Tx. The fabrication scheme allows easy customization of array geometry to match subject anatomy, while the gel-free and minimal skin preparation enhance usability and comfort. The low impedance and high conductivity of the MXtrode arrays allow detection of the activity of large muscle groups at higher quality and spatial resolution than state-of-the-art wireless electromyography sensors, and in realistic clinical scenarios. To demonstrate the clinical applicability of MXtrodes in the context of neuromuscular diagnostics and rehabilitation, simultaneous HDsEMG and biomechanical mapping of muscle groups across the whole calf during various tasks, ranging from controlled contractions to walking is shown. Finally, the integration of HDsEMG acquired with MXtrodes with a machine learning pipeline and the accurate prediction of the phases of human gait are shown. The results underscore the advantages and translatability of MXene-based wearable bioelectronics for studying neuromuscular function and disease, as well as for precision rehabilitation.
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页数:12
相关论文
共 69 条
  • [1] Guidelines for Synthesis and Processing of Two-Dimensional Titanium Carbide (Ti3C2TX MXene)
    Alhabeb, Mohamed
    Maleski, Kathleen
    Anasori, Babak
    Lelyukh, Pavel
    Clark, Leah
    Sin, Saleesha
    Gogotsi, Yury
    [J]. CHEMISTRY OF MATERIALS, 2017, 29 (18) : 7633 - 7644
  • [2] A Model of the Lower Limb for Analysis of Human Movement
    Arnold, Edith M.
    Ward, Samuel R.
    Lieber, Richard L.
    Delp, Scott L.
    [J]. ANNALS OF BIOMEDICAL ENGINEERING, 2010, 38 (02) : 269 - 279
  • [3] Bishop C. M., 2007, Pattern Recognition and Machine Learning Information Science and Statistics, V1st
  • [4] Tutorial: guidelines for standardized performance tests for electrodes intended for neural interfaces and bioelectronics
    Boehler, Christian
    Carli, Stefano
    Fadiga, Luciano
    Stieglitz, Thomas
    Asplund, Maria
    [J]. NATURE PROTOCOLS, 2020, 15 (11) : 3557 - 3578
  • [5] Muscle-specific economy of force generation and efficiency of work production during human running
    Bohm, Sebastian
    Mersmann, Falk
    Santuz, Alessandro
    Schroll, Arno
    Arampatzis, Adamantios
    [J]. ELIFE, 2021, 10
  • [6] Differential displacement of the human soleus and medial gastrocnemius aponeuroses during isometric plantar flexor contractions in vivo
    Bojsen-Moller, J
    Hansen, P
    Aagaard, P
    Svantesson, U
    Kjaer, M
    Magnusson, SP
    [J]. JOURNAL OF APPLIED PHYSIOLOGY, 2004, 97 (05) : 1908 - 1914
  • [7] Various skin impedance models based on physiological stratification
    Bora, Dhruba Jyoti
    Dasgupta, Rajdeep
    [J]. IET SYSTEMS BIOLOGY, 2020, 14 (03) : 147 - 159
  • [8] Cavalcanti GarciaM., 2011, Revista Andaluza de Medicina del Deporte, V4, P17, DOI [10.36104/amc.2018.1400, DOI 10.36104/AMC.2018.1400]
  • [9] De Luca C. J., 2002, DelSys Incorporated, V10, P1
  • [10] Functional anatomy of the Achilles tendon
    Doral, Mahmut Nedim
    Alam, Mahbub
    Bozkurt, Murat
    Turhan, Egemen
    Atay, Ozguer Ahmet
    Donmez, Gurhan
    Maffulli, Nicola
    [J]. KNEE SURGERY SPORTS TRAUMATOLOGY ARTHROSCOPY, 2010, 18 (05) : 638 - 643