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Artificial Intelligence and Virtual Reality in Headache Disorder Diagnosis, Classification, and Management
Cerda, Ivo H; Zhang, Emily; Dominguez, Moises; Ahmed, Minhal; Lang, Min; Ashina, Sait; Schatman, Michael E; Yong, R Jason; Fonseca, Alexandra C G
PURPOSE OF REVIEW/OBJECTIVE:This review provides an overview of the current and future role of artificial intelligence (AI) and virtual reality (VR) in addressing the complexities inherent to the diagnosis, classification, and management of headache disorders. RECENT FINDINGS/RESULTS:Through machine learning and natural language processing approaches, AI offers unprecedented opportunities to identify patterns within complex and voluminous datasets, including brain imaging data. This technology has demonstrated promise in optimizing diagnostic approaches to headache disorders and automating their classification, an attribute particularly beneficial for non-specialist providers. Furthermore, AI can enhance headache disorder management by enabling the forecasting of acute events of interest, such as migraine headaches or medication overuse, and by guiding treatment selection based on insights from predictive modeling. Additionally, AI may facilitate the streamlining of treatment efficacy monitoring and enable the automation of real-time treatment parameter adjustments. VR technology, on the other hand, offers controllable and immersive experiences, thus providing a unique avenue for the investigation of the sensory-perceptual symptomatology associated with certain headache disorders. Moreover, recent studies suggest that VR, combined with biofeedback, may serve as a viable adjunct to conventional treatment. Addressing challenges to the widespread adoption of AI and VR in headache medicine, including reimbursement policies and data privacy concerns, mandates collaborative efforts from stakeholders to enable the equitable, safe, and effective utilization of these technologies in advancing headache disorder care. This review highlights the potential of AI and VR to support precise diagnostics, automate classification, and enhance management strategies for headache disorders.
PMID: 38836996
ISSN: 1534-3081
CID: 5665362
The Ethical Stewardship of Artificial Intelligence in Chronic Pain and Headache: A Narrative Review
Mazzolenis, Maria Emilia; Bulat, Evgeny; Schatman, Michael E; Gumb, Chris; Gilligan, Christopher J; Yong, Robert J
PURPOSE OF REVIEW/OBJECTIVE: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. RECENT FINDINGS/RESULTS: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.
PMID: 38809404
ISSN: 1534-3081
CID: 5663562
Scoping Review: The Role of Psychedelics in the Management of Chronic Pain
Robinson, Christopher L; Fonseca, Alexandra C G; Diejomaoh, Efemena M; D'Souza, Ryan S; Schatman, Michael E; Orhurhu, Vwaire; Emerick, Trent
INTRODUCTION/UNASSIGNED:. One of the first of its nature, we present an artificial intelligence (AI)-powered scoping review primarily focusing on evaluating psychedelics for chronic pain conditions such as cluster headache, phantom limb pain, and fibromyalgia. METHODS/UNASSIGNED:In accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines, we used an AI-powered comprehensive search strategy utilizing the ChatGPT4.0 Bing chat to search Medline, Embase, Cochrane, and Google Scholar for articles addressing chronic pain. The query was performed on June 1, 2023, focusing on psychedelics for chronic, non-cancer pain including headache disorders. Inclusion criteria were English-only, peer-reviewed articles involving human participants >18 years, focusing on chronic pain conditions (eg, phantom limb pain and cluster headache), using LSD, 2.5-dimethoxy-4-bromophenethylamine (2C-B), N, N-dimethyltryptamine (DMT), psilocybin, or mescaline. Exclusion criteria were reviews, editorials, and opinion articles and studies focusing on tetrahydrocannabinol/cannabis and/or ketamine. RESULTS/UNASSIGNED:A total of 186 unique database entries were retrieved, of which nine studies were included in the scoping review. These included four case reports/series, an open-label study, a cohort study, two online surveys, and a randomized, double-blind, placebo-controlled trial. They comprised three studies addressing phantom limb pain, four addressing cluster headaches, and two addressing fibromyalgia, spinal cord injury, complex regional pain syndrome, and lumbar radiculopathy. CONCLUSION/UNASSIGNED:Psychedelics may have potential in alleviating pain symptoms secondary to a multitude of chronic pain conditions. However, further randomized, double-blind, placebo-controlled trials are needed to further explore and evaluate the role of psychedelics in chronic, non-cancer pain.
PMCID:10941794
PMID: 38496341
ISSN: 1178-7090
CID: 5640052
Chronic Abdominal Discomfort Syndrome (CADS): Defining and Discussing a Novel Diagnosis
Gupta, Mayank; Patil, Anand S; Chitneni, Ahish; Schatman, Michael E; Kalia, Hemant; Deer, Timothy R; Sayed, Dawood; Soin, Amol; Baranidharan, Ganesan; Staats, Peter; Kapural, Leonardo; Attaluri, Phani Ashok; Verrills, Paul; Diwan, Sudhir; Levin, Danielle; Halder, Nimisha; Abd-Elsayed, Alaa A
In this article, we propose a new diagnostic paradigm known as Chronic Abdominal Discomfort Syndrome (CADS). Patient's presentation centers around chronic abdominal pain not explained by acute pathology with or without accompanying dyspepsia, bloating, nausea and vomiting among other symptoms. The pathophysiology is noted to be neurogenic, possibly stemming from visceral sympathetic nerves or abdominal wall afferent nerves. Diagnosis is supported by signs or symptoms traversing clinical, diagnostic and functional criteria. Included is a tool which can assist clinicians in diagnosing patients with CADS per those domains. We hope to facilitate primary care physicians' and gastroenterologists' utilization of our criteria to provide guidance for selecting which patients may benefit from further interventions or evaluation by a pain physician. The pain physician may then offer interventions to provide the patient with relief.
PMCID:10943270
PMID: 38496342
ISSN: 1178-7090
CID: 5640062
Novel Implantation Technique for Thoracoabdominal Peripheral Nerve Stimulation via a Transversus Abdominal Plane Approach for Treatment of Chronic Abdominal Pain
Lam, Christopher M; Keim, Sarah A; Sayed, Dawood; Abd-Elsayed, Alaa; Gulati, Amitabh; Schatman, Michael E; Deer, Timothy; Latif, Usman
BACKGROUND/UNASSIGNED:Chronic abdominal pain (CAP) is a common and challenging to treat condition with a global prevalence of up to 25%. Despite extensive evaluation, approximately 40% of patients with CAP have an unknown diagnosis. Medications may be ineffective, and surgery is rarely indicated. Interventional treatment including sympathetic blocks, sympathetic neurolysis, and transversus abdominal plane (TAP) blocks may be an option, but their efficacy can wane over time. Neuromodulation has emerged as an option for these patients, as there is evidence of success with dorsal column spinal cord and dorsal root ganglion (DRG) stimulation. Peripheral nerve stimulation (PNS) may be an alternative option, particularly in higher risk patients or in patients for whom neuraxial access may be unsafe or too technically challenging. Thoracoabdominal nerve peripheral nerve stimulation via a TAP approach may be more specifically targeted in comparison to dorsal column or DRG stimulation. In this short report, we detail a technique that the authors have successfully used for thoracoabdominal nerve PNS via a TAP approach for management of CAP. METHODS/UNASSIGNED:This article describes a novel medial to lateral ultrasound guided thoracoabdominal nerve PNS via a TAP approach technique for lead placement and implantation. RESULTS/UNASSIGNED:A medial to lateral ultrasound guided TAP approach as described to successfully implant percutaneous thoracoabdominal nerve PNS leads for management of CAP. CONCLUSION/UNASSIGNED:The thoracoabdominal nerve PNS via a TAP approach lead placement technique noted in this report has been used as a means for management of CAP utilizing peripheral neuromodulation. Here, we present a short report detailing a potential technique for PNS utilization for management of CAP. Further studies are needed to validate the safety and efficacy of this therapy modality, although the authors have found it to be a viable management option for patients with medically refractory neuropathic CAP.
PMCID:10946280
PMID: 38500814
ISSN: 1178-7090
CID: 5640302
Mediterranean Pain Forum 2024 - Building a Bridge for Better Pain Management Education [Editorial]
Lo Bianco, Giuliano; Li, Sean; Day, Miles; Schatman, Michael E
PMCID:10840542
PMID: 38318332
ISSN: 1178-7090
CID: 5632942
Informed Consent for Spine Procedures: Best Practice Guideline from the American Society of Pain and Neuroscience (ASPN)
Deer, Timothy; Patel, Ankur A; Sayed, Dawood; Bailey-Classen, Ashley; Comer, Ashley; Gill, Benjamin; Patel, Kiran; Abd-Elsayed, Alaa; Strand, Natalie; Hagedorn, Jonathan M; Hussaini, Zohra; Khatri, Nasir; Budwany, Ryan; Murphy, Melissa; Nguyen, Dan; Orhurhu, Vwaire; Rabii, Morteza; Beall, Douglas; Hochschuler, Stephen; Schatman, Michael E; Lubenow, Timothy; Guyer, Richard; Raslan, Ahmed M
INTRODUCTION/UNASSIGNED:The evolution of treatment options for painful spinal disorders in diverse settings has produced a variety of approaches to patient care among clinicians from multiple professional backgrounds. The American Society of Pain and Neuroscience (ASPN) Best Practice group identified a need for a multidisciplinary guideline regarding appropriate and effective informed consent processes for spine procedures. OBJECTIVE/UNASSIGNED:The ASPN Informed Consent Guideline was developed to provide clinicians with a comprehensive evaluation of patient consent practices during the treatment of spine pathology. METHODS/UNASSIGNED:After a needs assessment, ASPN determined that best practice regarding proper informed consent for spinal procedures was needed and a process of selecting faculty was developed based on expertise, diversity, and knowledge of the subject matter. A comprehensive literature search was conducted and when appropriate, evidence grading was performed. Recommendations were based on evidence when available, and when limited, based on consensus opinion. RESULTS/UNASSIGNED:Following a comprehensive review and analysis of the available evidence, the ASPN Informed Consent Guideline group rated the literature to assist with specification of best practice regarding patient consent during the management of spine disorders. CONCLUSION/UNASSIGNED:Careful attention to informed consent is critical in achieving an optimal outcome and properly educating patients. This process involves a discussion of risks, advantages, and alternatives to treatment. As the field of interventional pain and spine continues to grow, it is imperative that clinicians effectively educate patients and obtain comprehensive informed consent for invasive procedures. This consent should be tailored to the patient's specific needs to ensure an essential recognition of patient autonomy and reasonable expectations of treatment.
PMCID:10613566
PMID: 37908778
ISSN: 1178-7090
CID: 5736492
"The Italian Job": How Social, Family Cohesion, and the Church Have Helped Spare Italy from a Prescription Opioid Crisis [Editorial]
Lo Bianco, Giuliano; Schatman, Michael E
PMCID:10473396
PMID: 37664486
ISSN: 1178-7090
CID: 5728402
Dishonest Physician Reviews: Challenging Physician Online Reviews and the Appeals Process
Malhotra, Ria; Reddy, Anika; Jotwani, Rohan; Schatman, Michael E; Mehta, Neel D
Physician reviews influence how patients seek care, but dishonest reviews can be detrimental to a physician practice. It is unclear if reviews can be challenged, and processes differ and are not readily apparent. The objective of this observational study was to determine the ability to challenge dishonest negative reviews online. Commonly used websites for physician reviews as of August 2021 were utilized: Healthgrades, Vitals, RateMDs, Zocdoc, Yelp, and Google Business. Each review platform's website was tested for leaving a physician review and process of appeal and possible removal of a negative review. The process for appeal and the steps involved in posting and appealing a review were determined, whether individuals are verified patients and criteria for verification, how physicians can respond, and the process of appealing false or defamatory reviews.Any individual can leave reviews by searching for a physician's name or practice and visiting their profile page and can then provide a rating and written review of their experience with the physician. Many require verification to prevent suspicious activity but not proof of a medical visit, allowing significant potential for inaccurate review postings. Posting a review can be done by anyone without verification of a visit. It is challenging for physicians to remove negative online reviews, as most review platforms have strict policies against. This review concludes that physicians should be aware of their online presence and the steps that can be taken to address issues to mitigate adverse effects on their practices.
PMID: 38127210
ISSN: 1573-689x
CID: 5708652
Promoting inclusion, diversity, and equity in pain science
Palermo, Tonya M.; Davis, Karen Deborah; Bouhassira, Didier; Hurley, Robert W.; Katz, Joel D.; Keefe, Francis J.; Schatman, Michael; Turk, Dennis C.; Yarnitsky, David
SCOPUS:85178948994
ISSN: 2471-2531
CID: 5621652