Personalized Brain Activity-Based Pain Management Systems with Real-Time Feedback
Legal Citation
Summary of the Inventive Concept
The inventive concept enhances pain management by incorporating machine learning, real-time patient feedback, and advanced neural interface technologies to optimize neuromodulation therapy settings for individual patients, improving treatment efficacy and efficiency.
Background and Problem Solved
The original patent, 'Pain management based on brain activity monitoring', provided a foundation for using brain activity signals to guide neuromodulation therapy. However, it had limitations in terms of optimizing therapy settings for individual patients and incorporating real-time feedback. The new inventive concept addresses these limitations by integrating machine learning, advanced neural interface technologies, and real-time patient feedback to create a more personalized and adaptive pain management system.
Detailed Description of the Inventive Concept
The new inventive concept consists of a neural interface module to receive brain activity signals, a processing module to calculate a brain activity score, and a neuromodulation module to deliver therapy settings based on the score. Additionally, the system incorporates a machine learning module to optimize the therapy settings based on patient feedback, a wearable EEG sensor for convenient signal acquisition, and a mobile application to provide real-time patient feedback. The system can also adapt to individual patients' brain activity patterns over time, ensuring a more personalized treatment approach.
Novelty and Inventive Step
The new inventive concept introduces the novel combination of machine learning, real-time patient feedback, and advanced neural interface technologies to optimize neuromodulation therapy settings for individual patients. This integration of components provides a non-obvious solution to the limitations of the original patent, resulting in a more efficient and effective pain management system.
Alternative Embodiments and Variations
Alternative embodiments of the inventive concept could include using different types of neural interface technologies, such as magnetoencephalography (MEG) or functional near-infrared spectroscopy (fNIRS), or incorporating additional sensors to monitor other physiological parameters. Variations could also include using different machine learning algorithms or incorporating additional feedback mechanisms, such as electromyography (EMG) or electrooculography (EOG) signals.
Potential Commercial Applications and Market
The inventive concept has significant commercial potential in the pain management market, particularly in the areas of chronic pain treatment and personalized medicine. The system's ability to provide real-time feedback and adapt to individual patients' needs could lead to increased treatment efficacy and patient satisfaction, making it an attractive solution for healthcare providers and patients alike.
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Biomedical engineering, neurostimulation, and pain management technologies, with expertise in neural signal processing, medical device design, and adaptive therapeutic systems
Person of Ordinary Skill (PHOSITA) Profile
A biomedical engineer or neurotechnology specialist with advanced degrees, experience in neural interface design, signal processing algorithms, and medical device development, familiar with neuromodulation techniques and machine learning applications in medical treatments
Obviousness Rationale
A PHOSITA would recognize that the PTD's integration of machine learning, real-time feedback, and adaptive neural interface technologies represents predictable extensions of the source patent's core pain management methodology. The disclosed variations systematically address known limitations in neuromodulation by introducing personalization and dynamic therapy optimization techniques. These enhancements would be considered obvious improvements within the established technological framework of brain activity-based pain management systems.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,857,794 |
|---|---|
| Title | Pain management based on brain activity monitoring |
| Assignee(s) | Boston Scientific Neuromodulation Corporation |