Wireless, Multisensor Integrated Bioelectronics for Real-Time Monitoring and Assessment of Muscle Atrophy

Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

Abstract

Real-time monitoring and evaluation of muscle atrophy are vital for efficient treatment and effective diagnosis. Although some systems have been developed to monitor loss of muscle mass or strength, they are bulky and nonspecific, cannot be applied to the body, and cannot assess the degree of muscle atrophy. Our research focuses on developing a wireless multisensor wearable system (WMWS) for on-body monitoring and assessment of atrophy, which utilizes a single-electrode triboelectric nanogenerator (S-TENG) and electrochemical creatinine (CREA) sensor to achieve real-time acquisition of plantar pressure and interstitial fluid (ISF) CREA concentration. In addition, LSTM (long short-term memory) and SVM (support vector machine) machine learning (ML) algorithms also prove that our multisensor strategy can effectively improve the recognition rate of different degrees of atrophy (the highest accuracy reached 92.32%). Overall, our work makes it possible to monitor and grade muscle atrophy remotely in real time. © 2025 American Chemical Society.
Original languageEnglish
Pages (from-to)4187-4195
JournalNano Letters
Volume25
Issue number11
Online published5 Mar 2025
DOIs
Publication statusPublished - 19 Mar 2025

Funding

The authors acknowledge the financial support from the National Natural Science Foundation of China (NSFC) titled “Study of High Performance Fiber to be Achieved by Mimicking the Hierarchical Structure of Spider-Silk”; grant no. 52073241, “Study of Multi-Responsive Shape Memory Polyurethane Nanocomposites Inspired by Natural Fibers”; grant no. 51673162, “Developing Spider-Silk-Model Artificial Fibers by a Chemical Synthetic Approach”; grant no. 15201719, the Collaborative Research Fund with the title of “Fundamental Study towards Real Spider Dragline Silk Performance through Artificial Innovative Approach”; project no. 8730080, the startup grant of CityU titled “Laboratory of Wearable Materials for Healthcare”; grant no. 9380116, and the contract research titled “Development of breathable fabrics with nano-electrospun membrane”; CityU ref.: 9231419.

Research Keywords

  • creatinine
  • flexible printed circuit
  • muscle atrophy
  • triboelectric nanogenerator

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