Comprehensive Review of Advances and Translational Obstacles in Intelligent Multimodal Monitoring for Parkinson's Disease - Summary - MDSpire

Comprehensive Review of Advances and Translational Obstacles in Intelligent Multimodal Monitoring for Parkinson's Disease

  • By

  • Jianhui Tan

  • Xiuzhen Deng

  • Cuilan Wu

  • Molin Yao

  • Jingyi Liao

  • Haoli Zheng

  • Changlin Lian

  • April 17, 2026

  • 0 min

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Objective:

To systematically review progress and challenges in remote monitoring platforms for Parkinson's Disease (PD) from 2019 to the present, focusing on clinical performance, algorithmic approaches, and clinical translation.

Key Findings:
  • Wearable sensors show promise in quantifying both motor and nonmotor symptoms of PD, with specific examples of sensor types.
  • Algorithmic approaches vary in efficiency and face persistent challenges in feature extraction, particularly in real-time applications.
  • Current integration of remote monitoring platforms into clinical practice is limited by translational obstacles, including regulatory and technological barriers.
Interpretation:

The review highlights the potential of intelligent multimodal monitoring to improve PD management but underscores the need for better integration and real-time monitoring capabilities.

Limitations:
  • The review is not a fully exhaustive systematic review, which may limit comprehensiveness and the generalizability of findings.
  • Focus on literature published only between 2019 and 2024 may exclude relevant earlier studies, potentially overlooking foundational research.
Conclusion:

Advancements in intelligent monitoring technologies for PD present significant opportunities for enhancing patient care, but successful clinical adoption requires overcoming existing barriers, particularly in integration and real-time monitoring capabilities.

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