Current pain and headache reports
-
Curr Pain Headache Rep · Aug 2024
ReviewThe Ethical Stewardship of Artificial Intelligence in Chronic Pain and Headache: A Narrative Review.
As artificial intelligence (AI) and machine learning (ML) are becoming more pervasive in medicine, understanding their ethical considerations for chronic pain and headache management is crucial for optimizing their safety. ⋯ We reviewed thirty-eight editorial and original research articles published between 2018 and 2023, focusing on the application of AI and ML to chronic pain or headache. The core medical principles of beneficence, non-maleficence, autonomy, and justice constituted the evaluation framework. The AI applications addressed topics such as pain intensity prediction, diagnostic aides, risk assessment for medication misuse, empowering patients to self-manage their conditions, and optimizing access to care. Virtually all AI applications aligned both positively and negatively with specific medical ethics principles. This review highlights the potential of AI to enhance patient outcomes and physicians' experiences in managing chronic pain and headache. We emphasize the importance of carefully considering the advantages, disadvantages, and unintended consequences of utilizing AI tools in chronic pain and headache, and propose the four core principles of medical ethics as an evaluation framework.
-
Curr Pain Headache Rep · Aug 2024
ReviewThe Role and Applications of Artificial Intelligence in the Treatment of Chronic Pain.
This review aims to explore the interface between artificial intelligence (AI) and chronic pain, seeking to identify areas of focus for enhancing current treatments and yielding novel therapies. ⋯ In the United States, the prevalence of chronic pain is estimated to be upwards of 40%. Its impact extends to increased healthcare costs, reduced economic productivity, and strain on healthcare resources. Addressing this condition is particularly challenging due to its complexity and the significant variability in how patients respond to treatment. Current options often struggle to provide long-term relief, with their benefits rarely outweighing the risks, such as dependency or other side effects. Currently, AI has impacted four key areas of chronic pain treatment and research: (1) predicting outcomes based on clinical information; (2) extracting features from text, specifically clinical notes; (3) modeling 'omic data to identify meaningful patient subgroups with potential for personalized treatments and improved understanding of disease processes; and (4) disentangling complex neuronal signals responsible for pain, which current therapies attempt to modulate. As AI advances, leveraging state-of-the-art architectures will be essential for improving chronic pain treatment. Current efforts aim to extract meaningful representations from complex data, paving the way for personalized medicine. The identification of unique patient subgroups should reveal targets for tailored chronic pain treatments. Moreover, enhancing current treatment approaches is achievable by gaining a more profound understanding of patient physiology and responses. This can be realized by leveraging AI on the increasing volume of data linked to chronic pain.
-
Migraine brings hours or even days of disability, affecting 15% of the US population and one billion people worldwide. Migraine treatments have improved over the years and there is now a range of non-pharmacologic therapies that can be administered as monotherapy, combined with pharmacologic therapy or combined with other non-pharmacologic therapies to give greater options for those who do not tolerate, do not respond to, or who wish to reduce or avoid pharmacologic treatments. ⋯ We conducted a review of the literature on auricular therapy as acute or preventive treatment for migraine, searching the databases of MEDLINE and ClinicalTrials.gov from 2013 to 2023. A total of 43 articles contained at least one search term, with three studies specific to acute or prevention of migraine (one for acute only, one for prevention only and one for both acute and prevention). The population was limited to, adults with migraine ages 18 or older, with the administration of auricular therapy as the intervention. While there have been studies on the use of auricular therapy for pain on two specific standardized auricular therapies, Battlefield Acupuncture (BFA) and National Acupuncture Detoxification Association (NADA), neither of these protocols were utilized in any of the studies specific to migraine management. Each of the three studies used different techniques, with one using acupuncture needles and five specific points and two using semi-permanent needles (remained in for a few days) that were placed in areas that showed high activity. Each of these studies showed auricular therapy to have benefit for the management of migraine. However, the authors of each of the studies recommended further studies. Auricular therapy may be a helpful adjunctive treatment to abort a current migraine attack or aid in reducing the frequency or severity of migraine attacks.