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Shafiei SB, Shadpour S, Pangburn B, Bentley-McLachlan M, de Leon-Casasola O. Pain classification using functional near infrared spectroscopy and assessment of virtual reality effects in cancer pain management. Sci Rep 2025; 15:8954. [PMID: 40089593 PMCID: PMC11910571 DOI: 10.1038/s41598-025-93678-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 03/10/2025] [Indexed: 03/17/2025] Open
Abstract
Objective measurements of pain and safe methods to alleviate it could revolutionize medicine. This study used functional near-infrared spectroscopy (fNIRS) and virtual reality (VR) to improve pain assessment and explore non-pharmacological pain relief in cancer patients. Using resting-state fNIRS (rs-fNIRS) data and multinomial logistic regression (MLR), we identified brain-based pain biomarkers and classified pain severity in cancer patients. Participants included healthy individuals who underwent rs-fNIRS recording without VR (Group A), cancer patients who underwent rs-fNIRS recording both before and after engaging in the Oceania relaxation program VR intervention (Group B), and cancer patients who underwent rs-fNIRS recording without VR (Group C). All participants wore a wireless fNIRS headcap for brain activity recording. Pain severity was self-reported by patients using the FACES Pain Scale-Revised (FPS-R). fNIRS data were analyzed with MLR, categorizing pain into no/mild (0-4/10), moderate (5-7/10), and severe (8-10/10) levels. The MLR model classified pain severity in an unseen test group, selected using the leave-one-participant-out technique and repeated across all participants, achieving an accuracy of 74%. VR significantly reduced pain intensity (Wilcoxon signed-rank test, P < 0.001), with significant changes in brain functional connectivity patterns (P < 0.05). Additionally, 75.61% of patients experienced pain reductions exceeding the clinically relevant threshold of 30%. These findings underscore the potential of fNIRS for pain assessment and VR as a useful non-pharmacological intervention for cancer-related pain management, with broader implications for clinical pain management.
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Affiliation(s)
- Somayeh B Shafiei
- The Intelligent Cancer Care Laboratory, Department of Urology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA.
| | - Saeed Shadpour
- Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Barbara Pangburn
- Department of Ambulatory Services, Survivorship and Supportive Care, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Martha Bentley-McLachlan
- Department of Ambulatory Services, Survivorship and Supportive Care, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Oscar de Leon-Casasola
- Division of Pain Medicine, Department of Anesthesiology, Roswell Park Comprehensive Cancer Center, Buffalo, 14263, USA
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Liao J, Silvoni S, Desch S, Serian A, Andoh J, Flor H. Cortical activity during painful and non-painful stimulation over four lower limb body sites: a functional near-infrared spectroscopy study. Sci Rep 2025; 15:5070. [PMID: 39934183 PMCID: PMC11814190 DOI: 10.1038/s41598-025-87699-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2024] [Accepted: 01/21/2025] [Indexed: 02/13/2025] Open
Abstract
Functional near-infrared spectroscopy (fNIRS) holds potential utility as a measure of neural correlates of pain. However, most studies have focused on upper limb stimulation, with limited investigation into lower limbs. In this study, we utilized fNIRS to observe brain changes in oxyhemoglobin levels during painful and non-painful electrical stimulation of various lower limb sites (bilateral groins and knees) in 16 healthy participants. Additionally, we explored perceptual responses to painful and non-painful electrical stimulation across these lower limb sites. Our findings showed no significant main effect of stimulation across different body sites on oxyhemoglobin activity. However, the interaction between body sites, stimulation modalities, and brain regions significantly influenced oxyhemoglobin activity. Specifically, we found a decrease of neuro-metabolic activity in prefrontal and bilateral primary somatosensory cortices during painful stimulation of the left groin compared to non-painful stimulation, whereas an increase of neuro-metabolic activity was observed during painful stimulation of the right knee. Our findings also revealed that stimulation intensity was notably lower for bilateral knees compared to the left groin. These findings underscore the potential and feasibility of utilizing fNIRS to investigate pain mechanisms related to stimulation across distinct lower limb regions.
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Affiliation(s)
- Jiawen Liao
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany.
| | - Stefano Silvoni
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany
| | - Simon Desch
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany
- Clinical Psychology, Department of Experimental Psychology, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Angela Serian
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany
| | - Jamila Andoh
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany
- Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Herta Flor
- Department of Neuropsychology and Psychological Resilience Research, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, J 5, 68159, Mannheim, Germany
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Mürner-Lavanchy I, Kao HT, Sele S, Koenig J, Kaess M. Prefrontal oxygenation during experimental pain in adolescents engaging in non-suicidal self-injury. J Affect Disord 2025; 370:100-108. [PMID: 39447965 DOI: 10.1016/j.jad.2024.10.076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 09/20/2024] [Accepted: 10/19/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND The intricate role of pain in non-suicidal self-injury (NSSI) makes the investigation of alterations in brain function during pain processing a critical yet underexplored topic. The aim of this study was to investigate fNIRS correlates of experimental pain and how these differed between adolescent patients engaging in NSSI and healthy controls. METHODS 154 adolescent patients with NSSI and 48 healthy controls underwent a heat pain stimulation with linearly increasing temperature from 32 °C to max. 50 °C, during which fNIRS activity was recorded. Associations between fNIRS activity and pain perception (i.e. pain threshold, pain tolerance and pain intensity) were examined using linear mixed models and linear regression analyses. RESULTS Across groups, we found a decrease in prefrontal oxygenation during increasing pain stimulation: Oxygenated hemoglobin was higher during baseline than during pain threshold (b = -0.36, p < .001) and higher during pain threshold than during pain tolerance (b = -0.10, p < .001). We did not find differential patterns of prefrontal oxygenation across the pain assessment between patients and healthy controls. Also, no association between pain intensity and fNIRS activity was found. LIMITATIONS fNIRS was only recorded in prefrontal regions and our design did not include a non-painful stimulation as a control condition. CONCLUSION While our study adds to the understanding of prefrontal hemodynamic changes associated with pain processing, it did not contribute further evidence to the few existing findings regarding altered neural processing of pain in adolescents engaging in NSSI.
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Affiliation(s)
- Ines Mürner-Lavanchy
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland; Faculty of Psychology, University of Basel, Basel, Switzerland
| | - Han-Tin Kao
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Silvano Sele
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland
| | - Julian Koenig
- University of Cologne, Faculty of Medicine and University Hospital Cologne, Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Cologne, Germany
| | - Michael Kaess
- University Hospital of Child and Adolescent Psychiatry and Psychotherapy, University of Bern, Bern, Switzerland; Department of Child and Adolescent Psychiatry, Centre for Psychosocial Medicine, Heidelberg University, Heidelberg, Germany.
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Zhang B, Lin Y, Yao B, Li T. Noninvasive Assessing Low Back Pain by a Novel Near-Infrared Spectroscopy Flexible Probe With the Aid of Cupping Protocol. JOURNAL OF BIOPHOTONICS 2024; 17:e202400204. [PMID: 39218435 DOI: 10.1002/jbio.202400204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 06/20/2024] [Accepted: 07/15/2024] [Indexed: 09/04/2024]
Abstract
Low back pain (LBP) is the leading cause of disability worldwide, yet its quantitative and noninvasive assessment remains challenging. Considering that near-infrared spectroscopy (NIRS) became a promising noninvasive tool for monitoring muscle and cupping therapy could regulate muscle blood flow to relieve LBP, we attempted to incorporate cupping and hemodynamics monitoring in muscle tissue by NIRS to assess LBP. We collected 3-min NIRS recordings on 12 LBP patients and 12 healthy subjects before and after 20-min cupping. Initially, no significant hemodynamic differences were observed between the groups. After cupping, the concentration changes of oxy-hemoglobin (Δ[HbO2]) in the emitter-detector channel parallel to spine unexpectedly exhibited that LBP was remarkably lower by approximately 67% compared with the controls. This study highlighted the potential of combining NIRS and cupping protocol as a quantitative assessment technique for LBP, also providing a new idea for clinical integration of novel optical assessment technologies.
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Affiliation(s)
- Bowen Zhang
- Biomedical Engineering Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
| | - Yu Lin
- Biomedical Engineering Department, North Carolina State University, Raleigh, North Carolina, USA
| | - Bo Yao
- Biomedical Engineering Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
| | - Ting Li
- Biomedical Engineering Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Tianjin, China
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Feng Y, Xia Y, Fan B, Li S, Zhang Z, Fang J. Global trends and performances of infrared imaging technology studies on acupuncture: a bibliometric analysis. Front Neurosci 2024; 18:1387752. [PMID: 38707590 PMCID: PMC11066257 DOI: 10.3389/fnins.2024.1387752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 04/08/2024] [Indexed: 05/07/2024] Open
Abstract
Objectives To summarize development processes and research hotspots of infrared imaging technology research on acupuncture and to provide new insights for researchers in future studies. Methods Publications regarding infrared imaging technology in acupuncture from 2008 to 2023 were downloaded from the Web of Science Core Collection (WoSCC). VOSviewer 1.6.19, CiteSpace 6.2.R4, Scimago Graphica, and Microsoft Excel software were used for bibliometric analyses. The main analyses include collaboration analyses between countries, institutions, authors, and journals, as well as analyses on keywords and references. Results A total of 346 publications were retrieved from 2008 to 2023. The quantity of yearly publications increased steadily, with some fluctuations over the past 15 years. "Evidence-Based Complementary and Alternative Medicine" and "American Journal of Chinese Medicine" were the top-cited journals in frequency and centrality. China has the largest number of publications, with the Shanghai University of Traditional Chinese Medicine being the most prolific institution. Among authors, Litscher Gerhard from Austria (currently Swiss University of Traditional Chinese Medicine, Switzerland) in Europe, was the most published and most cited author. The article published by Rojas RF was the most discussed among the cited references. Common keywords included "Acupuncture," "Near infrared spectroscopy," and "Temperature," among others. Explore the relationship between acupoints and temperature through infrared thermography technology (IRT), evaluate pain objectively by functional near-infrared spectroscopy (fNIRS), and explore acupuncture for functional connectivity between brain regions were the hotspots and frontier trends in this field. Conclusion This study is the first to use bibliometric methods to explore the hotspots and cutting-edge issues in the application of infrared imaging technology in the field of acupuncture. It offers a fresh perspective on infrared imaging technology research on acupuncture and gives scholars useful data to determine the field's hotspots, present state of affairs, and frontier trends.
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Affiliation(s)
- Yuanyuan Feng
- The Third Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, China
| | - Yunfan Xia
- The Third Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, China
| | - Binke Fan
- The Third Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, China
| | - Shimin Li
- The Third People’s Hospital of Hangzhou, Hangzhou, China
| | - Zuyong Zhang
- The Third People’s Hospital of Hangzhou, Hangzhou, China
| | - Jianqiao Fang
- Key Laboratory of Acupuncture and Neurology of Zhejiang Province, Department of Neurobiology and Acupuncture Research, The Third Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
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Simis M, Marques LM, Barbosa SP, Sugawara AT, Sato JR, Pacheco-Barrios K, Battistella LR, Fregni F. Distinct patterns of metabolic motor cortex activity for phantom and residual limb pain in people with amputations: A functional near-infrared spectroscopy study. Neurophysiol Clin 2024; 54:102939. [PMID: 38382136 DOI: 10.1016/j.neucli.2023.102939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 12/19/2023] [Accepted: 12/19/2023] [Indexed: 02/23/2024] Open
Abstract
BACKGROUND Phantom pain limb (PLP) has gained more attention due to the large number of people with amputations around the world and growing knowledge of the pain process, although its mechanisms are not completely understood. OBJECTIVES The aim of this study was to understand, in patients with amputations, the association between PLP and residual limb pain (RLP), and the brain metabolic response in cortical motor circuits, using functional near-infrared spectroscopy (fNIRS). METHODS Sixty participants were recruited from the rehabilitation program in São Paulo, Brazil. Included patients were aged over 18 years, with traumatic unilateral lower-limb amputation, with PLP for at least 3 months after full recovery from amputation surgery. PLP and RLP levels were measured using visual analogue scales. fNIRS was performed during motor execution and motor mirror tasks for 20 s. In order to highlight possible variables related to variation in pain measures, univariate linear regression analyses were performed for both experimental conditions, resulting in four fNIRS variables (two hemispheres x two experimental conditions). Later, in order to test the topographic specificity of the models, eight multivariate regression analyses were performed (two pain scales x two experimental conditions x two hemispheres), including the primary motor cortex (PMC) related channel as an independent variable as well as five other channels related to the premotor area, supplementary area, and somatosensory cortex. All models were controlled for age, sex, ethnicity, and education. RESULTS We found that: i) there is an asymmetric metabolic activation during motor execution and mirror task between hemispheres (with a predominance that is ipsilateral to the amputated limb), ii) increased metabolic response in the PMC ipsilateral to the amputation is associated with increased PLP (during both experimental tasks), while increased metabolic response in the contralateral PMC is associated with increased RLP (during the mirror motor task only); ii) increased metabolic activity of the ipsilateral premotor region is associated with increased PLP during the motor mirror task; iii) RLP was only associated with higher metabolic activity in the contralateral PMC and lower metabolic activity in the ipsilateral inferior frontal region during motor mirror task, but PLP was associated with higher metabolic activity during both tasks. CONCLUSION These results suggest there is both task and region specificity for the association between the brain metabolic response and the two different types of post-amputation pain. The metabolic predominance that is ipsilateral to the amputated limb during both tasks was associated with higher levels of PLP, suggesting a cortical motor network activity imbalance due to potential interhemispheric compensatory mechanisms. The present work contributes to the understanding of the underlying topographical patterns in the motor-related circuits associated with pain after amputations.
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Affiliation(s)
- Marcel Simis
- Instituto de Medicina Fisica e Reabilitacao, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil; Departamento de Medicina Legal, Bioética, Medicina do Trabalho e Medicina Física e Reabilitação, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brasil
| | - Lucas Murrins Marques
- Instituto de Medicina Fisica e Reabilitacao, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - Sara Pinto Barbosa
- Instituto de Medicina Fisica e Reabilitacao, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - André Tadeu Sugawara
- Instituto de Medicina Fisica e Reabilitacao, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil
| | - João Ricardo Sato
- Interdisciplinary Unit for Applied Neuroscience (NINA), Universidade Federal do ABC (UFABC), São Bernardo do Campo, Brazil; Center for Mathematics, Computing and Cognition (CMCC), Universidade Federal do ABC (UFABC), São Bernardo do Campo, Brazil
| | - Kevin Pacheco-Barrios
- Universidad San Ignacio de Loyola, Vicerrectorado de Investigación, Unidad de Investigación para la Generación y Síntesis de Evidencias en Salud, Lima, Peru; Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital and Massachusetts General Hospital, Harvard Medical School, Boston, USA
| | - Linamara Rizzo Battistella
- Instituto de Medicina Fisica e Reabilitacao, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, São Paulo, SP, Brasil; Departamento de Medicina Legal, Bioética, Medicina do Trabalho e Medicina Física e Reabilitação, Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brasil
| | - Felipe Fregni
- Neuromodulation Center and Center for Clinical Research Learning, Spaulding Rehabilitation Hospital and Massachusetts General Hospital, Harvard Medical School, Boston, USA.
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Acuña K, Sapahia R, Jiménez IN, Antonietti M, Anzola I, Cruz M, García MT, Krishnan V, Leveille LA, Resch MD, Galor A, Habash R, DeBuc DC. Functional Near-Infrared Spectrometry as a Useful Diagnostic Tool for Understanding the Visual System: A Review. J Clin Med 2024; 13:282. [PMID: 38202288 PMCID: PMC10779649 DOI: 10.3390/jcm13010282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 12/24/2023] [Accepted: 12/27/2023] [Indexed: 01/12/2024] Open
Abstract
This comprehensive review explores the role of Functional Near-Infrared Spectroscopy (fNIRS) in advancing our understanding of the visual system. Beginning with an introduction to fNIRS, we delve into its historical development, highlighting how this technology has evolved over time. The core of the review critically examines the advantages and disadvantages of fNIRS, offering a balanced view of its capabilities and limitations in research and clinical settings. We extend our discussion to the diverse applications of fNIRS beyond its traditional use, emphasizing its versatility across various fields. In the context of the visual system, this review provides an in-depth analysis of how fNIRS contributes to our understanding of eye function, including eye diseases. We discuss the intricacies of the visual cortex, how it responds to visual stimuli and the implications of these findings in both health and disease. A unique aspect of this review is the exploration of the intersection between fNIRS, virtual reality (VR), augmented reality (AR) and artificial intelligence (AI). We discuss how these cutting-edge technologies are synergizing with fNIRS to open new frontiers in visual system research. The review concludes with a forward-looking perspective, envisioning the future of fNIRS in a rapidly evolving technological landscape and its potential to revolutionize our approach to studying and understanding the visual system.
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Affiliation(s)
- Kelly Acuña
- School of Medicine, Georgetown University, Washington, DC 20007, USA;
| | - Rishav Sapahia
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Irene Newman Jiménez
- Department of Cognitive Science, Faculty of Arts & Science, McGill University, Montreal, QC H4A 3J1, Canada;
| | - Michael Antonietti
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Ignacio Anzola
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Marvin Cruz
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Michael T. García
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Varun Krishnan
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Lynn A. Leveille
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Miklós D. Resch
- Department of Ophthalmology, Semmelweis University, 1085 Budapest, Hungary;
| | - Anat Galor
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Ranya Habash
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
| | - Delia Cabrera DeBuc
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL 33136, USA; (R.S.); (M.A.); (M.T.G.); (V.K.); (L.A.L.); (A.G.)
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Sorkpor SK, Montero-Hernandez S, Miao H, Pollonini L, Ahn H. Assessing the impact of preferred web app-based music-listening on pain processing at the central nervous level in older black adults with low back pain: An fNIRS study. Geriatr Nurs 2023; 54:135-143. [PMID: 37782976 DOI: 10.1016/j.gerinurse.2023.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 09/01/2023] [Accepted: 09/05/2023] [Indexed: 10/04/2023]
Abstract
BACKGROUND Low back pain (LBP) disproportionately affects older black adults, often leading to inadequate treatment due to clinician biases. Objective pain measures are imperative, and Functional Near-Infrared Spectroscopy (fNIRS) shows promise for pain detection. AIM To determine the impact of listening to home-based preferred web app-based music on underlying pain processing mechanisms at the central nervous level in older black adults aged ≥65 with LBP. METHODS Twenty older black adults with LBP listened to preferred music twice daily for four days using the MUSIC CARE® app. Neuroimaging data were collected using fNIRS. Data were transformed to changes in oxy-hemoglobin and deoxy-hemoglobin concentrations and analyzed. RESULTS Significant cortical activation pattern differences were observed between pre-and post-intervention scans, particularly in somatosensory regions. Post-intervention scans showed significantly reduced hemodynamic activities. CONCLUSION Preferred music listening has the potential to alleviate pain, and fNIRS emerges as a promising tool for exploring cortical-level pain-related neural circuits.
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Affiliation(s)
- Setor K Sorkpor
- Florida State University, College of Nursing, Tallahassee, FL, USA.
| | | | - Hongyu Miao
- Florida State University, College of Nursing, Tallahassee, FL, USA
| | - Luca Pollonini
- Departments of Engineering Technology, University of Houston, TX, USA
| | - Hyochol Ahn
- University of Arizona College of Nursing, Tucson, AZ, USA
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Ozek B, Lu Z, Pouromran F, Radhakrishnan S, Kamarthi S. Analysis of pain research literature through keyword Co-occurrence networks. PLOS DIGITAL HEALTH 2023; 2:e0000331. [PMID: 37676880 PMCID: PMC10484461 DOI: 10.1371/journal.pdig.0000331] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Accepted: 07/18/2023] [Indexed: 09/09/2023]
Abstract
Pain is a significant public health problem as the number of individuals with a history of pain globally keeps growing. In response, many synergistic research areas have been coming together to address pain-related issues. This work reviews and analyzes a vast body of pain-related literature using the keyword co-occurrence network (KCN) methodology. In this method, a set of KCNs is constructed by treating keywords as nodes and the co-occurrence of keywords as links between the nodes. Since keywords represent the knowledge components of research articles, analysis of KCNs will reveal the knowledge structure and research trends in the literature. This study extracted and analyzed keywords from 264,560 pain-related research articles indexed in IEEE, PubMed, Engineering Village, and Web of Science published between 2002 and 2021. We observed rapid growth in pain literature in the last two decades: the number of articles has grown nearly threefold, and the number of keywords has grown by a factor of 7. We identified emerging and declining research trends in sensors/methods, biomedical, and treatment tracks. We also extracted the most frequently co-occurring keyword pairs and clusters to help researchers recognize the synergies among different pain-related topics.
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Affiliation(s)
- Burcu Ozek
- Mechanical and Industrial Engineering Department, Northeastern University, Boston, Massachusetts, United States of America
| | - Zhenyuan Lu
- Mechanical and Industrial Engineering Department, Northeastern University, Boston, Massachusetts, United States of America
| | - Fatemeh Pouromran
- Mechanical and Industrial Engineering Department, Northeastern University, Boston, Massachusetts, United States of America
| | - Srinivasan Radhakrishnan
- Mechanical and Industrial Engineering Department, Northeastern University, Boston, Massachusetts, United States of America
| | - Sagar Kamarthi
- Mechanical and Industrial Engineering Department, Northeastern University, Boston, Massachusetts, United States of America
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Zhang J, Shi P, Du J, Yu H. A study based on functional near-infrared spectroscopy: Cortical responses to music interventions in patients with myofascial pain syndrome. Front Hum Neurosci 2023; 17:1119098. [PMID: 36778036 PMCID: PMC9911431 DOI: 10.3389/fnhum.2023.1119098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 01/12/2023] [Indexed: 01/28/2023] Open
Abstract
Object This study measured cerebral blood oxygen changes in patients with myofascial pain syndrome (MPS) using functional near-infrared spectroscopy (fNIRS). The aim was to investigate the effect of music intervention on pain relief in MPS patients. Materials and methods A total of 15 patients with MPS participated in this study. A self-controlled block task design was used to collect the oxy-hemoglobin ([HbO2]) and deoxy-hemoglobin ([HbR]) concentrations in the prefrontal cortex (PFC) and motor cortex using fNIRS. The cerebral cortex response and channel connectivity were further analyzed. In the experiment, the therapist was asked to apply compression of 3-4 kg/cm2 vertically using the thumb to induce pain. Soothing synthetic music with frequencies of 8-150 Hz and 50-70 dB was used as the audio for the music intervention. Result Compared to the group without music intervention, the activation of brain regions showed a decreasing trend in the group with music intervention under the onset of pain. The results of paired t-tests showed that nine of the data were significantly different (p < 0.05). It was also found that with music intervention, inter-channel connectivity was diminished. Besides, their dorsolateral prefrontal cortex (dlPFC) was significantly correlated with the anterior prefrontal cortex (aPFC) for pain response (r = 0.82), and weakly correlated with the premotor cortex (r = 0.40). Conclusion This study combines objective assessment indicators and subjective scale assessments to demonstrate that appropriate music interventions can be effective in helping to relieve pain to some extent. The analgesic mechanisms between relevant brain regions under music intervention were explored in depth. New insights into effective analgesic methods and quantitative assessment of pain conditions are presented.
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Affiliation(s)
| | - Ping Shi
- Institute of Rehabilitation Engineering and Technology, University of Shanghai for Science and Technology, Shanghai, China
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11
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Montero-Hernandez S, Pollonini L, Park L, Martorella G, Miao H, Mathis KB, Ahn H. Self-administered transcranial direct current stimulation treatment of knee osteoarthritis alters pain-related fNIRS connectivity networks. NEUROPHOTONICS 2023; 10:015011. [PMID: 37006323 PMCID: PMC10063907 DOI: 10.1117/1.nph.10.1.015011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 03/07/2023] [Indexed: 06/19/2023]
Abstract
Significance Knee osteoarthritis (OA) is a disease that causes chronic pain in the elderly population. Currently, OA is mainly treated pharmacologically with analgesics, although research has shown that neuromodulation via transcranial direct current stimulation (tDCS) may be beneficial in reducing pain in clinical settings. However, no studies have reported the effects of home-based self-administered tDCS on functional brain networks in older adults with knee OA. Aim We used functional near-infrared spectroscopy (fNIRS) to investigate the functional connectivity effects of tDCS on underlying pain processing mechanisms at the central nervous level in older adults with knee OA. Approach Pain-related brain connectivity networks were extracted using fNIRS at baseline and for three consecutive weeks of treatment from 120 subjects randomly assigned to two groups undergoing active tDCS and sham tDCS. Results Our results showed that the tDCS intervention significantly modulated pain-related connectivity correlation only in the group receiving active treatment. We also found that only the active treatment group showed a significantly reduced number and strength of functional connections evoked during nociception in the prefrontal cortex, primary motor (M1), and primary somatosensory (S1) cortices. To our knowledge, this is the first study in which the effect of tDCS on pain-related connectivity networks is investigated using fNIRS. Conclusions fNIRS-based functional connectivity can be effectively used to investigate neural circuits of pain at the cortical level in association with nonpharmacological, self-administered tDCS treatment.
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Affiliation(s)
| | - Luca Pollonini
- University of Houston, Department of Engineering Technology, Houston, Texas, United States
- University of Houston, Department of Electrical and Computer Engineering, Houston, Texas, United States
- University of Houston, Department of Biomedical Engineering, Houston, Texas, United States
- Basque Center on Cognition, Brain and Language, San Sebastian, Spain
| | - Lindsey Park
- Florida State University, College of Nursing, Tallahassee, Florida, United States
| | - Geraldine Martorella
- Florida State University, College of Nursing, Tallahassee, Florida, United States
| | - Hongyu Miao
- Florida State University, College of Nursing, Tallahassee, Florida, United States
| | - Kenneth B. Mathis
- The University of Texas Health Science Center at Houston, McGovern Medical School, Department of Orthopedic Surgery, Houston, Texas, United States
| | - Hyochol Ahn
- Florida State University, College of Nursing, Tallahassee, Florida, United States
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12
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Chen WT, Hsieh CY, Liu YH, Cheong PL, Wang YM, Sun CW. Migraine classification by machine learning with functional near-infrared spectroscopy during the mental arithmetic task. Sci Rep 2022; 12:14590. [PMID: 36028633 PMCID: PMC9418153 DOI: 10.1038/s41598-022-17619-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 07/28/2022] [Indexed: 11/17/2022] Open
Abstract
Migraine is a common and complex neurovascular disorder. Clinically, the diagnosis of migraine mainly relies on scales, but the degree of pain is too subjective to be a reliable indicator. It is even more difficult to diagnose the medication-overuse headache, which can only be evaluated by whether the symptom is improved after the medication adjustment. Therefore, an objective migraine classification system to assist doctors in making a more accurate diagnosis is needed. In this research, 13 healthy subjects (HC), 9 chronic migraine subjects (CM), and 12 medication-overuse headache subjects (MOH) were measured by functional near-infrared spectroscopy (fNIRS) to observe the change of the hemoglobin in the prefrontal cortex (PFC) during the mental arithmetic task (MAT). Our model shows the sensitivity and specificity of CM are 100% and 75%, and that of MOH is 75% and 100%.The results of the classification of the three groups prove that fNIRS combines with machine learning is feasible for the migraine classification.
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Affiliation(s)
- Wei-Ta Chen
- Department of Neurology, Keelung Hospital,Ministry of Health and Welfare, No. 268, Xin 2nd Rd., Xinyi Dist, Keelung, 20148, Taiwan, ROC
- Neurological Institute, Taipei Veterans General Hospital, No. 201, Sec.2, Shipai Rd., Beitou Dist, Taipei, 112201, Taiwan, ROC
| | - Cing-Yan Hsieh
- Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC
| | - Yao-Hong Liu
- Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC
| | - Pou-Leng Cheong
- Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC
- Department of Pediatrics, National Taiwan University Hospital, Hisnchu Branch, No. 25, Ln. 442, Sec.1, Jingguo Rd., North Dist, Hsinchu, 30059, Taiwan, ROC
- Department of Biological Science and Technology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Yi-Min Wang
- Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC
| | - Chia-Wei Sun
- Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC.
- Institute of Biomedical Engineering, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, No. 1001, University Road, East District, Hsinchu, 300093, Taiwan, ROC.
- Medical Device Innovation and Translation Center, National Yang Ming Chiao Tung University, No. 155, Sec. 2, Linong St., Beitou Dist., Taipei, 112304, Taiwan, ROC.
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13
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Hu XS, Beard K, Sherbel MC, Nascimento TD, Petty S, Pantzlaff E, Schwitzer D, Kaciroti N, Maslowski E, Ashman LM, Feinberg SE, DaSilva AF. Brain Mechanisms of Virtual Reality Breathing Versus Traditional Mindful Breathing in Pain Modulation: Observational Functional Near-infrared Spectroscopy Study. J Med Internet Res 2021; 23:e27298. [PMID: 34636731 PMCID: PMC8548979 DOI: 10.2196/27298] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 07/24/2021] [Accepted: 07/27/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Pain is a complex experience that involves sensory-discriminative and cognitive-emotional neuronal processes. It has long been known across cultures that pain can be relieved by mindful breathing (MB). There is a common assumption that MB exerts its analgesic effect through interoception. Interoception refers to consciously refocusing the mind's attention to the physical sensation of internal organ function. OBJECTIVE In this study, we dissect the cortical analgesic processes by imaging the brains of healthy subjects exposed to traditional MB (TMB) and compare them with another group for which we augmented MB to an outside sensory experience via virtual reality breathing (VRB). METHODS The VRB protocol involved in-house-developed virtual reality 3D lungs that synchronized with the participants' breathing cycles in real time, providing them with an immersive visual-auditory exteroception of their breathing. RESULTS We found that both breathing interventions led to a significant increase in pain thresholds after week-long practices, as measured by a thermal quantitative sensory test. However, the underlying analgesic brain mechanisms were opposite, as revealed by functional near-infrared spectroscopy data. In the TMB practice, the anterior prefrontal cortex uniquely modulated the premotor cortex. This increased its functional connection with the primary somatosensory cortex (S1), thereby facilitating the S1-based sensory-interoceptive processing of breathing but inhibiting its other role in sensory-discriminative pain processing. In contrast, virtual reality induced an immersive 3D exteroception with augmented visual-auditory cortical activations, which diminished the functional connection with the S1 and consequently weakened the pain processing function of the S1. CONCLUSIONS In summary, our study suggested two analgesic neuromechanisms of VRB and TMB practices-exteroception and interoception-that distinctively modulated the S1 processing of the ascending noxious inputs. This is in line with the concept of dualism (Yin and Yang).
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Affiliation(s)
- Xiao-Su Hu
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Katherine Beard
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Mary Catherine Sherbel
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
- Department of Orthodontics and Pediatric Dentistry, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Thiago D Nascimento
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Sean Petty
- 3D Lab, Digital Media Commons, University of Michigan, Ann Arbor, MI, United States
| | - Eddie Pantzlaff
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - David Schwitzer
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Niko Kaciroti
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
- Center for Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, United States
| | | | - Lawrence M Ashman
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
- Department of Oral & Maxillofacial Surgery, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Stephen E Feinberg
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
- Department of Oral & Maxillofacial Surgery, University of Michigan School of Dentistry, Ann Arbor, MI, United States
| | - Alexandre F DaSilva
- Headache & Orofacial Pain Effort Lab, Biologic and Materials Sciences & Prosthodontics Department, University of Michigan School of Dentistry, Ann Arbor, MI, United States
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14
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Scrivani SJ, Keith DA, Kulich RJ, DaSilva AF, Donoff RB, Handa S, Holland N, Lerman MA, McCauley JL, Reisner L, Resnick CM, Stohler CS, Vasciannie A, Fortino M, Schatman ME. Pain Management for Dental Medicine in 2021: Opioids, Coronavirus and Beyond. J Pain Res 2021; 14:1371-1387. [PMID: 34079355 PMCID: PMC8164473 DOI: 10.2147/jpr.s319373] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Accepted: 05/12/2021] [Indexed: 12/15/2022] Open
Abstract
Over the past year our attention has inevitably been on the coronavirus pandemic, the health and welfare of our families, patients, and office staffs as well as the re-opening of our dental practices. In addition, the opioid crisis continues, is very likely to worsen as a result of the pandemic and continues to be a challenge to Dentistry. National public health issues and healthcare disparities continue and have created a global concern for providing evidence-based, adequate pain management in the dental setting. We have brought together a group of national thought leaders and experts in this field who will share their insights on the current state of opioid prescribing in Dentistry and describe some of the exciting work being done in advancing pain management. The learning objectives for this conference proceedings were: Describing the implications of current public health concerns for safe and effective pain management in dental medicine.Identifying risk factors and understanding the current guidelines for the use of opioid and non-opioid medications in dental medicine.Analyzing the interprofessional collaborations necessary for effective pain management in dental medicine.Recognizing the challenges and opportunities brought about by the COVID-19 pandemic for the dental profession.Applying evidence-based strategies for managing the complex pain patient in the dental setting.Appraising new and future modalities for the assessment and management of orofacial pain.
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Affiliation(s)
- Steven J Scrivani
- Department of Diagnostic Sciences, Craniofacial Pain and Headache Center, Tufts University School of Dental Medicine, Boston, MA, USA
| | - David A Keith
- Oral and Maxillofacial Surgery, Harvard School of Dental Medicine, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Ronald J Kulich
- Department of Diagnostic Sciences, Craniofacial Pain and Headache Center, Tufts University School of Dental Medicine, Boston, MA, USA
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Alexandre F DaSilva
- Department of Biological and Material Sciences & Prosthodontics, University of Michigan School of Dentistry, Headache and Orofacial Pain Effort, University of Michigan, Ann Harbor, MI, USA
- fNIRS Laboratory, University of Michigan, Ann Harbor, MI, USA
| | - R Bruce Donoff
- Oral and Maxillofacial Surgery, Harvard School of Dental Medicine, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Shruti Handa
- Oral and Maxillofacial Surgery, Harvard School of Dental Medicine, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Nicole Holland
- Department of Public Health and Community Service, Tufts University School of Dental Medicine, Boston, MA, USA
| | - Mark A Lerman
- Department of Diagnostic Sciences, Tufts University School of Dental Medicine, Boston, MA, USA
| | - Jenna L McCauley
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, USA
| | - Lori Reisner
- Department of Pharmaceutical Services, School of Pharmacy University of California, San Francisco, CA, USA
- Department of Clinical Pharmacy, San Francisco Medical Center, San Francisco, CA, USA
| | - Cory M Resnick
- Department of Plastic and Oral Surgery, Boston Children’s Hospital, Boston, MA, USA
- Harvard School of Dental Medicine, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Christian S Stohler
- Columbia University College of Dental Medicine, New York, NY, USA
- Columbia University Medical Center, New York, NY, USA
| | - Alexis Vasciannie
- Department of Diagnostic Sciences, Craniofacial Pain and Headache Center, Tufts University School of Dental Medicine, Boston, MA, USA
| | - Matthew Fortino
- Department of Diagnostic Sciences, Craniofacial Pain and Headache Center, Tufts University School of Dental Medicine, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - Michael E Schatman
- Department of Diagnostic Sciences, Craniofacial Pain and Headache Center, Tufts University School of Dental Medicine, Boston, MA, USA
- Department of Public Health & Community Medicine, Tufts University School of Medicine, Boston, MA, USA
- School of Social Work, North Carolina State University, Raleigh, NC, USA
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