1
|
Stephens Shields AJ, Clemens JQ, Pontari MA, Lai HH, Moldwin R, Williams DA, Bradley CS, Farrar JT, Landis JR, Mullins C, Naliboff BD, Sutcliffe S, Walker SJ, Yang CC, Clauw DJ. Towards precision medicine in clinical trials for the treatment of urologic chronic pelvic pain syndrome: lessons from the MAPP Research Network. Nat Rev Urol 2025:10.1038/s41585-025-01030-w. [PMID: 40307537 DOI: 10.1038/s41585-025-01030-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/27/2025] [Indexed: 05/02/2025]
Abstract
Randomized clinical trials have resulted in few approved therapies for the treatment of interstitial cystitis/bladder pain syndrome and chronic prostatitis/chronic pelvic pain syndrome, collectively referred to as urologic chronic pelvic pain syndrome. Heterogenous patient populations, mismatches of treatments to patient phenotypes, non-specific outcomes and use of standard study designs not leveraging phenotypic heterogeneity might have contributed to the inability of previous trials to demonstrate existing efficacy. The Multidisciplinary Approach to the Study of Chronic Pelvic Pain Research Network has identified important phenotypic characteristics associated with differential symptom severity and treatment responsiveness. Based on Multidisciplinary Approach to the Study of Chronic Pelvic Pain findings and external research, empirically informed strategies were generated for defining patient populations, specifying treatments and selecting primary outcomes for future randomized clinical trials in urologic chronic pelvic pain syndrome. Explicitly specifying the scope of eligibility criteria across heterogeneous patient subgroups defined by pain widespreadness, the presence of Hunner lesions, the presence of pain with bladder filling or relieved by voiding, the extent of chronic overlapping pain conditions, and pelvic floor tenderness is needed. Therapies should be selected based on the mechanism of action and relevance to the mechanism of pain and dominant symptomology that the patient experiences. Evidence suggests that pain and urinary symptoms should be evaluated separately. Promising trial designs for identifying effective therapies in this heterogeneous patient population include sequential multiple assignment randomized trials and adaptive designs.
Collapse
Affiliation(s)
- Alisa J Stephens Shields
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
| | | | - Michel A Pontari
- Department of Urology, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
| | - H Henry Lai
- Division of Urologic Surgery, Departments of Surgery and Anaesthesiology, Washington University, St. Louis, MO, USA
| | - Robert Moldwin
- Zucker School of Medicine at Hofstra-Northwell, Lake Success, NY, USA
| | - David A Williams
- Department of Anaesthesiology, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
- Department of Psychology, University of Michigan, Ann Arbor, MI, USA
| | - Catherine S Bradley
- Department of Obstetrics and Gynecology, University of Iowa, Iowa City, IA, USA
| | - John T Farrar
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Departments of Neurology, and Anaesthesiology and Critical Care, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - J Richard Landis
- Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Chris Mullins
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, USA
| | - Bruce D Naliboff
- G Oppenheimer Center for Neurobiology of Stress and Resilience, Vatche & Tamar Manoukian Division of Digestive Diseases, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Siobhan Sutcliffe
- Division of Urologic Surgery, Departments of Surgery and Anaesthesiology, Washington University, St. Louis, MO, USA
| | - Stephen J Walker
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Claire C Yang
- Department of Urology, University of Washington, Seattle, WA, USA
| | - Daniel J Clauw
- Department of Anaesthesiology, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| |
Collapse
|
2
|
Mackey S, Aghaeepour N, Gaudilliere B, Kao MC, Kaptan M, Lannon E, Pfyffer D, Weber K. Innovations in acute and chronic pain biomarkers: enhancing diagnosis and personalized therapy. Reg Anesth Pain Med 2025; 50:110-120. [PMID: 39909549 PMCID: PMC11877092 DOI: 10.1136/rapm-2024-106030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Accepted: 10/17/2024] [Indexed: 02/07/2025]
Abstract
Pain affects millions worldwide, posing significant challenges in diagnosis and treatment. Despite advances in understanding pain mechanisms, there remains a critical need for validated biomarkers to enhance diagnosis, prognostication, and personalized therapy. This review synthesizes recent advancements in identifying and validating acute and chronic pain biomarkers, including imaging, molecular, sensory, and neurophysiological approaches. We emphasize the emergence of composite, multimodal strategies that integrate psychosocial factors to improve the precision and applicability of biomarkers in chronic pain management. Neuroimaging techniques like MRI and positron emission tomography provide insights into structural and functional abnormalities related to pain, while electrophysiological methods like electroencepholography and magnetoencepholography assess dysfunctional processing in the pain neuroaxis. Molecular biomarkers, including cytokines, proteomics, and metabolites, offer diagnostic and prognostic potential, though extensive validation is needed. Integrating these biomarkers with psychosocial factors into clinical practice can revolutionize pain management by enabling personalized treatment strategies, improving patient outcomes, and potentially reducing healthcare costs. Future directions include the development of composite biomarker signatures, advances in artificial intelligence, and biomarker signature integration into clinical decision support systems. Rigorous validation and standardization efforts are also necessary to ensure these biomarkers are clinically useful. Large-scale collaborative research will be vital to driving progress in this field and implementing these biomarkers in clinical practice. This comprehensive review highlights the potential of biomarkers to transform acute and chronic pain management, offering hope for improved diagnosis, treatment personalization, and patient outcomes.
Collapse
Affiliation(s)
- Sean Mackey
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Nima Aghaeepour
- Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, California, USA
| | - Brice Gaudilliere
- Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, California, USA
| | - Ming-Chih Kao
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Merve Kaptan
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Edward Lannon
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Dario Pfyffer
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | - Kenneth Weber
- Division of Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| |
Collapse
|
3
|
Chen X, Tang R, Jin Y, Wu L, Liang Y, Xu K, He P, Guo Y, Li J. Similarities and Differences in Resting-State Brain Activity Changes of Distinct Chronic Pain Types. Oral Dis 2025. [PMID: 39901770 DOI: 10.1111/odi.15271] [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: 10/14/2024] [Revised: 11/25/2024] [Accepted: 01/16/2025] [Indexed: 02/05/2025]
Abstract
OBJECTIVES To explore neural similarities and differences between visceral and somatic pain by comparing spontaneous brain activity in patients with chronic temporomandibular disorder (TMD) and irritable bowel syndrome (IBS). METHODS Twenty eight IBS patients, 21 TMD patients, and 28 healthy controls (HC) underwent resting-state fMRI and behavioral assessments. The correlations between fMRI metrics such as the amplitude of low-frequency fluctuations (ALFF), regional homogeneity (ReHo), functional connectivity (FC), and clinical manifestations were further analyzed. RESULTS Compared with HC, both patient groups demonstrated increased ALFF in right parahippocampal gyrus (PHG), insula, medial superior frontal gyrus (SFGmed), precentral gyrus (PreCG), and increased ReHo in right SFGmed and left supplementary motor area (SMA). Compared with IBS patients, TMD patients exhibited reduced ALFF in right SFGmed and insula, increased ALFF in right PHG and PreCG, decreased ReHo in right SFGmed and left lingual gyrus, and increased ReHo in left SMA. Both patient groups exhibited enhanced right PHG-related FC in left precuneus and right cingulate gyrus, and right insula-related FC in left superior temporal gyrus and right paracentral lobule. Specifically, IBS patients showed higher FC between right PHG and orbitofrontal cortex than TMD patients, which was negatively correlated with mood and gastrointestinal symptoms. Mediation analysis revealed that pain in TMD and gastrointestinal symptoms in IBS mediated these relationships. CONCLUSION Visceral and somatic pain share abnormal activity in multiple brain networks. Abnormalities in affective region present potential neuroimaging markers for pain disorders, with depression in somatic pain linked to pain intensity and in visceral pain to gastrointestinal symptoms.
Collapse
Affiliation(s)
- Xiaofei Chen
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
| | - Ruoyu Tang
- Hangzhou Normal University, Zhejiang, Hangzhou, China
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, Zhejiang, Hangzhou, China
| | - Yihan Jin
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
- Hangzhou Normal University, Zhejiang, Hangzhou, China
| | - Liqiang Wu
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
- Hangzhou Normal University, Zhejiang, Hangzhou, China
| | - Yidan Liang
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
- Hangzhou Normal University, Zhejiang, Hangzhou, China
| | - Kuanghui Xu
- Department of Radiology, Zhejiang Hospital, Zhejiang, Hangzhou, China
| | - Ping He
- Department of Orthodontics, Hangzhou Stomatological Hospital, Hangzhou, China
| | - Yun Guo
- Department of Gastroenterology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
| | - Jie Li
- Department of Radiology, The Affiliated Hospital of Hangzhou Normal University, Zhejiang, Hangzhou, China
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairments, Zhejiang, Hangzhou, China
| |
Collapse
|
4
|
Liao YH, Tzeng YS, Chen SP, Ling YH, Chen WT, Wang SJ, Wang YF. Association between headache frequency and risk for fibromyalgia in patients with migraine. Cephalalgia 2025; 45:3331024251317486. [PMID: 39988887 DOI: 10.1177/03331024251317486] [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] [Indexed: 02/25/2025]
Abstract
BACKGROUND The present study aimed to evaluate the risk and impact of fibromyalgia in relation to headache frequency in migraine patients. METHODS This cross-sectional study involved migraine patients from a regional hospital and a tertiary medical center. Diagnoses of migraine and fibromyalgia were made according to the International Classification of Headache Disorders, 3rd edition, and the modified 2016 American College of Rheumatology diagnostic criteria, respectively. Clinical data, including Fibromyalgia Symptoms (FS) scale and revised Fibromyalgia Impact Questionnaire (FIQR), were collected systematically by questionnaires-based interviews. Patients were categorized based on monthly headache day (MHD) cut-offs derived from decision tree analysis based on the chi-squared automatic interaction detection algorithm. RESULTS The study involved 2082 migraine patients (1619 female/463 male, mean ± SD age 39.3 ± 12.0 years), including 132 with fibromyalgia (118 female/14 male, mean ± SD age 44.1 ± 12.7 years) (6.3%). Patients were divided into three groups: ≤9 MHDs (n = 924), 10-20 MHDs (n = 745) and ≥21 MHDs (n = 413). The percentage of fibromyalgia increased with headache frequency (p < 0.001). When compared with patients with ≤9 MHDs (2.8%), those with 10-20 MHDs (6.2%) (odds ratio (OR) = 1.90, 95% confidence interval (CI) = 1.11-3.23, p = 0.019) and ≥21 MHDs (14.5%) (OR = 3.68, 95% CI = 2.08-6.49, p < 0.001) were more likely to have fibromyalgia. Patients with more frequent headaches had higher FS and FIQR scores (all p < 0.001 between MHD categories). CONCLUSIONS There was an independent dose-response association between headache frequency and odds, severity, and impact of fibromyalgia in migraine patients. For migraine patients with a higher headache frequency, the potential risk of comorbid fibromyalgia should not be overlooked given its association with more severe clinical manifestations and greater disability.
Collapse
Affiliation(s)
- Yen-Hui Liao
- Department of Neurology, Shuang-Ho Hospital, Taipei Medical University, New Taipei City, Taiwan
- Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
- Department of Neurology, Keelung Hospital, Ministry of Health and Welfare, Keelung, Taiwan
| | - Yi-Shiang Tzeng
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Shih-Pin Chen
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Brain Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Translational Research, Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yu-Hsiang Ling
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Wei-Ta Chen
- Department of Neurology, Keelung Hospital, Ministry of Health and Welfare, Keelung, Taiwan
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Brain Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Shuu-Jiun Wang
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Brain Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Yen-Feng Wang
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Brain Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan
| |
Collapse
|
5
|
Kuan AS, Wang YF, Chen SP, Chuang YF, Wang SJ. Sex differences in pain, suicidal ideation, and suicide attempts in patients with migraine. Headache 2025. [PMID: 39853772 DOI: 10.1111/head.14906] [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: 07/05/2024] [Revised: 10/22/2024] [Accepted: 10/23/2024] [Indexed: 01/26/2025]
Abstract
OBJECTIVE To examine sex-specific associations between non-cephalic pain and suicidal ideation and suicide attempts in patients with migraine, controlling for depression and other risk factors for suicide. BACKGROUND In patients with migraine, co-occurring pain conditions are common and are associated with worse physical and psychosocial function, but the association with suicide has not been determined. METHODS In this cross-sectional analysis, we included 10,690 patients with migraine who were consecutively recruited from headache clinics. All participants provided information on sociodemographic status, headache, Widespread Pain Index (WPI), suicidal ideation, and suicide attempts. Relative risks (RRs and 95% confidence intervals [CIs]) for factors associated with suicidal ideation and suicide attempts were calculated. RESULTS In this migraine cohort, more females reported non-cephalic pain than males (78.7% [6511/8271] vs. 66.7%, [1613/2419]; p < 0.001). The prevalences of suicidal ideation and suicide attempts were higher in female patients than male patients in those aged 20-59 years (p < 0.001), and the differences diminished after the age of 60 years. In female patients, a WPI ≥4 was associated with increased suicidal ideation and suicide attempts, and dysmenorrhea was associated with suicidal ideation (RR 1.27, 95% CI 1.12-1.43), while lower back pain was associated with both suicidal ideation (RR1.35, 95% CI 1.18-1.55) and suicide attempts (RR 1.48, 95% CI 1.19-1.84). In male patients, a WPI ≥2 was associated with increased suicidal ideation, and no individual pain site was associated with suicidal ideation or suicide attempts. In both sexes, there was a dose-response association between the number of pain sites and suicidal ideation and suicide attempts; and pain that had lasted for 2 years and extreme pain intensity were associated with suicide attempts. CONCLUSION Non-cephalic pain was associated with suicidal ideation and suicide attempts, with observed differences in pain threshold and individual pain sites found between sexes. Patients with migraine and co-occurring pain conditions, chronic pain, or extreme pain are distinct subgroups of patients at risk of suicide who require sex-specific and integrated risk assessment by multidisciplinary teams.
Collapse
Affiliation(s)
- Ai Seon Kuan
- Department of Neurosurgery, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Public Health, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Yen-Feng Wang
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Shih-Pin Chen
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Clinical Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Division of Translational Research, Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yi-Fang Chuang
- Institute of Public Health, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
| | - Shuu-Jiun Wang
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan
- Department of Neurology, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
- Brain Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan
| |
Collapse
|
6
|
Jiang TE, Mackey S, Darnall BD, Simard JF, Falasinnu T. The problem of pain in systemic lupus erythematosus: A comprehensive analysis of pain distribution using the CHOIR body map and PROMIS measures. Lupus 2025; 34:47-56. [PMID: 39584468 DOI: 10.1177/09612033241301176] [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] [Indexed: 11/26/2024]
Abstract
BACKGROUND Our study investigates the associations between pain distribution, biopsychosocial factors, and Patient-Reported Outcomes Measurement Information System (PROMIS) measures in patients with systemic lupus erythematosus (SLE). Employing self-reported pain body maps, we aim to characterize the distribution of pain and its impact on biopsychosocial measures. METHODS We retrospectively analyzed the electronic health records (EHR) of 332 adult patients with SLE attending pain clinics at an academic medical center. The study included demographics, pain distribution assessed via self-reported body maps, and PROMIS assessments of biopsychosocial experiences. We used linear regression models adjusted for age and sex to investigate associations between pain distribution and PROMIS outcomes. RESULTS Men, on average, indicated pain in 3.2 regions, whereas women reported pain in 5.6 regions. Women predominantly highlighted the hip, buttock, and leg region, whereas men primarily emphasized the shoulder and arm region. We found a positive correlation between pain widespreadness and worse PROMIS measures, including pain interference, behavior, fatigue, depression, anxiety, sleep disturbance, and social isolation. Additionally, widespread pain was associated with lower physical function, emotional support, and satisfaction in roles and activities. Female patients reported higher levels of pain and PROMIS measures compared to males. CONCLUSION Our findings highlight the multidimensional impact of pain on SLE patients' lives underscoring the need for holistic pain management approaches. The intricate associations between pain distribution and biopsychosocial factors emphasize the importance of considering spatial dimensions of pain in clinical interventions. Further research is warranted to explore effective interventions addressing psychosocial aspects of pain in SLE, aiming to enhance patient symptom management and quality of life.
Collapse
Affiliation(s)
| | - Sean Mackey
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Beth D Darnall
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Julia F Simard
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Epidemiology, Stanford University School of Medicine, Stanford, CA, USA
| | - Titilola Falasinnu
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| |
Collapse
|
7
|
Edwards KA, Lii T, Schouten TD, Kearney KM, Ziadni MS, Darnall BD, Mackey SC, Gilam G. Is There an Association Between Lateralization of Chronic Pain in the Body and Depression? THE JOURNAL OF PAIN 2024; 25:104490. [PMID: 38341013 PMCID: PMC11310367 DOI: 10.1016/j.jpain.2024.02.004] [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: 11/16/2023] [Revised: 01/20/2024] [Accepted: 02/03/2024] [Indexed: 02/12/2024]
Abstract
Depression commonly co-occurs with chronic pain and can worsen pain outcomes. Recent theoretical work has hypothesized that pain localized to the left hemibody is a risk factor for worse depression due to overlap in underlying neural substrates. This hypothesis has not been tested a priori. Using a large sample of treatment-seeking adults with mixed-etiology chronic pain (N = 1,185), our cross-sectional study tested whether patients with left-sided pain endorse worse depressive symptoms. We also examined differences in other pain-related functioning measures. We tested 4 comparisons based on painful body areas using the CHOIR body map: 1) only left-sided (OL) versus any right-sided pain; 2) only right-sided (OR) versus any left-sided pain; 3) OL versus OR versus bilateral pain; and 4) more left-sided versus more right-sided versus equal-sided pain. Analysis of variance models showed OL pain was not associated with worse depression (F = 5.50, P = .019). Any left-sided pain was associated with worse depression, though the effect was small (F = 8.58, P = .003, Cohens d = .29). Bilateral pain was associated with worse depression (F = 8.05, P < .001, Cohens d = .24-.33). Regardless of pain location, more body areas endorsed was associated with greater depression. Although a more rigorous assessment of pain laterality is needed, our findings do not support the hypothesis that left-lateralized pain is associated with worse depression. PERSPECTIVE: Pain lateralized to the left side of the body has been hypothesized as a risk factor for worse depression in chronic pain, despite never being tested in a large, real-world sample of patients with chronic pain. Findings showed that more widespread pain, not pain laterality, was associated with worse depression.
Collapse
Affiliation(s)
- Karlyn A. Edwards
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Theresa Lii
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Troy D. Schouten
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Katherine M. Kearney
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Maisa S. Ziadni
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Beth D. Darnall
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Sean C. Mackey
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
| | - Gadi Gilam
- Division of Pain Medicine, Department of Anesthesiology, Perioperative & Pain Medicine, Stanford University School of Medicine
- Institute of Biomedical and Oral Research, Faculty of Dental Medicine, Hebrew University of Jerusalem
| |
Collapse
|
8
|
Ruscheweyh R, Lehnen N, Henningsen P. [Migraine and psychosomatic comorbidity]. FORTSCHRITTE DER NEUROLOGIE-PSYCHIATRIE 2024; 92:304-309. [PMID: 38885653 DOI: 10.1055/a-2331-0840] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
Abstract
As a common neurological disorder (10-15% of the population), migraine is associated with numerous comorbidities, particularly other pain syndromes, mental illnesses and functional disorders. These 'psychosomatic' comorbidities increase with migraine severity. Severely affected, comorbid patients also often have a poorer response to specific migraine therapy. Interestingly, migraine and the comorbidities mentioned have a number of common aetiological or facilitating factors, e.g. genetic factors, and show a higher incidence in women and in people with previous traumatic experiences, as well as (in the case of pain syndromes) signs of central sensitization. Another common feature is the association with current or chronic stress. We propose an extended diathesis-stress model that takes into account interrelated but individually different vulnerabilities and, depending on the stress experience, can depict both the occurrence of individual disorders (e.g. an isolated migraine) and the joint occurrence of migraine with other pain syndromes and other psychosomatic comorbidities. In summary, psychosomatic comorbidities should always be kept in mind in migraine therapy and, if necessary, treated early and multimodally.
Collapse
Affiliation(s)
- Ruth Ruscheweyh
- Neurologische Klinik und Poliklinik, Klinikum der Universität München, München, Germany
- Klinik für Psychosomatische Medizin und Psychotherapie, Klinikum rechts der Isar der TUM, München, Germany
| | - Nadine Lehnen
- Klinik für Psychosomatische Medizin und Psychotherapie, Klinikum rechts der Isar der TUM, München, Germany
| | - Peter Henningsen
- Klinik für Psychosomatische Medizin und Psychotherapie, Klinikum rechts der Isar der TUM, München, Germany
| |
Collapse
|
9
|
Scherbakov D, Mollalo A, Lenert L. Stressful life events in electronic health records: a scoping review. J Am Med Inform Assoc 2024; 31:1025-1035. [PMID: 38349862 PMCID: PMC10990522 DOI: 10.1093/jamia/ocae023] [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: 10/13/2023] [Revised: 01/19/2024] [Accepted: 01/27/2024] [Indexed: 02/15/2024] Open
Abstract
OBJECTIVES Stressful life events, such as going through divorce, can have an important impact on human health. However, there are challenges in capturing these events in electronic health records (EHR). We conducted a scoping review aimed to answer 2 major questions: how stressful life events are documented in EHR and how they are utilized in research and clinical care. MATERIALS AND METHODS Three online databases (EBSCOhost platform, PubMed, and Scopus) were searched to identify papers that included information on stressful life events in EHR; paper titles and abstracts were reviewed for relevance by 2 independent reviewers. RESULTS Five hundred fifty-seven unique papers were retrieved, and of these 70 were eligible for data extraction. Most articles (n = 36, 51.4%) were focused on the statistical association between one or several stressful life events and health outcomes, followed by clinical utility (n = 15, 21.4%), extraction of events from free-text notes (n = 12, 17.1%), discussing privacy and other issues of storing life events (n = 5, 7.1%), and new EHR features related to life events (n = 4, 5.7%). The most frequently mentioned stressful life events in the publications were child abuse/neglect, arrest/legal issues, and divorce/relationship breakup. Almost half of the papers (n = 7, 46.7%) that analyzed clinical utility of stressful events were focused on decision support systems for child abuse, while others (n = 7, 46.7%) were discussing interventions related to social determinants of health in general. DISCUSSION AND CONCLUSIONS Few citations are available on the prevalence and use of stressful life events in EHR reflecting challenges in screening and storing of stressful life events.
Collapse
Affiliation(s)
- Dmitry Scherbakov
- Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC 29403, United States
| | - Abolfazl Mollalo
- Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC 29403, United States
| | - Leslie Lenert
- Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC 29403, United States
| |
Collapse
|
10
|
Boggero IA, Sangalli L, Brasch L, King CD. Social health in young women with chronic pain. Pain Rep 2024; 9:e1146. [PMID: 38505830 PMCID: PMC10950150 DOI: 10.1097/pr9.0000000000001146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 01/09/2024] [Accepted: 01/14/2024] [Indexed: 03/21/2024] Open
Abstract
Introduction Chronic pain may negatively affect social functioning, but no study to date has examined the specific social impact of different chronic pain conditions in young women, and whether living with multiple chronic overlapping pain conditions (COPCs) differently influences social domains. Objectives This study aimed to assess social functioning (social isolation, hostility, informational support satisfaction, social roles, emotional support, friendships, and family relationships) among young women with chronic pain compared with pain-free controls and to test whether the number of COPCs influenced the extent of social burden. Methods Participants aged 18 to 30 years with a physician-confirmed diagnoses of migraine, fibromyalgia, or temporomandibular disorder (TMD) and pain-free controls were invited to participate from across the United States. After confirming eligibility, participants completed a 1-hour REDCap online questionnaire assessing social functioning. Results One hundred four participants (mean age 24.54 ± 3.35 years) were included (n = 26 with TMD, n = 25 with fibromyalgia, n = 25 with migraine, and n = 28 controls). All 3 chronic pain groups combined reported worse functioning than controls on friendship (P = 0.038), social isolation (P = 0.002), and social roles (P < 0.001). There were no differences on social variables between the 3 chronic pain groups (all P's > 0.05). Compared with those with 3 COPCs, participants with 1 condition reported better family relationships (P = 0.024). Conclusions Experience of chronic pain-regardless of the specific pain condition-may negatively affect some areas of social functioning in young women.
Collapse
Affiliation(s)
- Ian A. Boggero
- Division of Orofacial Pain, Department of Oral Health Science, College of Dentistry, University of Kentucky, Lexington, KY, USA
- Department of Psychology, College of Arts and Science, University of Kentucky, Lexington, KY, USA
- Department of Anesthesiology, College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Linda Sangalli
- College of Dental Medicine—Illinois, Midwestern University, Downers Grove, IL, USA
| | - Lauryn Brasch
- Division of Behavioral Medicine and Clinical Psychology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Christopher D. King
- Division of Behavioral Medicine and Clinical Psychology, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- Pediatric Pain Research Center (PPRC), Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| |
Collapse
|
11
|
Gasperi M, Schuster NM, Franklin B, Nievergelt CM, Stein MB, Afari N. Migraine Prevalence, Environmental Risk, and Comorbidities in Men and Women Veterans. JAMA Netw Open 2024; 7:e242299. [PMID: 38483390 PMCID: PMC10940970 DOI: 10.1001/jamanetworkopen.2024.2299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 01/20/2024] [Indexed: 03/17/2024] Open
Abstract
Importance Migraine is a prevalent and debilitating condition that substantially impacts quality of life. Investigating migraine prevalence, associated comorbidities, and potential military service exposures in veterans, focusing on gender differences, is crucial for targeted interventions and management strategies. Objective To determine the prevalence of migraine, associated health comorbidities, and potential military service and environmental exposures among men and women US veterans using a large-scale epidemiological sample from the Million Veteran Program (MVP). Design, Setting, and Participants This cross-sectional study analyzed self-report survey data from the MVP, a large epidemiological sample of US veterans that was started in 2011 and has ongoing enrollment. Eligible participants were selected from the MVP database in 2023. The study included 491 604 veterans to examine migraine prevalence, health comorbidities, demographic characteristics, military service history, and environmental exposures. Data were analyzed from December 2022 to July 2023. Exposures Military service and environmental factors, such as chemical or biological warfare exposure, were considered. Main Outcomes and Measures The primary outcome was migraine prevalence among men and women veterans, assessed through self-reported diagnoses. Secondary outcomes included the association between migraine and health comorbidities, demographic characteristics, military service history, and environmental exposures. Results Of the 491 604 veterans included in this study, 450 625 (91.8%) were men and 40 979 (8.2%) were women. The lifetime prevalence of migraine was significantly higher in women (12 324 of 40 979 [30.1%]) than in men (36 816 of 450 625 [8.2%]). Migraine prevalence varied by race and ethnicity, with the highest prevalence in Hispanic or Latinx women (1213 of 3495 [34.7%]). Veterans with migraine reported worse general health, higher levels of pain, increased pain interference with work, a higher likelihood of psychiatric and neurological health conditions, and greater lifetime opioid use. Specific aspects of military service, including service post-September 2001 and deployment in Operation Enduring Freedom and Operation Iraqi Freedom, and environmental factors, including Agent Orange, chemical and biological welfare, and antinerve agent pills history, were significantly associated with migraine prevalence. Conclusions and Relevance In this cross-sectional study of migraine, the results highlighted gender differences in migraine prevalence and associated health comorbidities among US veterans. The findings emphasized the need for interdisciplinary approaches to migraine management, increased awareness and education efforts, and population-based screening strategies, particularly for women and Hispanic veterans who are at greater risk. Our findings encourage further research into tailored interventions for specific subpopulations and the impact of military service and environmental exposures on migraine and related health conditions.
Collapse
Affiliation(s)
- Marianna Gasperi
- Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle
- Veteran Affairs (VA) Puget Sound Health Care System, Seattle, Washington
- VA Northwest Mental Illness Research, Education and Clinical Center VA Puget Sound Health Care System, Seattle, Washington
| | | | - Brooke Franklin
- Department of Psychology, University of Utah, Salt Lake City
| | - Caroline M. Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla
- VA San Diego Health Care System, San Diego, California
- VA Center of Excellence for Stress and Mental Health, VA San Diego Health Care System, San Diego, California
| | - Murray B. Stein
- Department of Psychiatry, University of California, San Diego, La Jolla
- VA San Diego Health Care System, San Diego, California
- Herbert Wertheim School of Public Health, University of California, San Diego, La Jolla
| | - Niloofar Afari
- Department of Psychiatry, University of California, San Diego, La Jolla
- VA San Diego Health Care System, San Diego, California
- VA Center of Excellence for Stress and Mental Health, VA San Diego Health Care System, San Diego, California
| |
Collapse
|
12
|
Sturgeon JA, Pierce J, Trost Z. Initial validation of the 12-item Tampa Scale of Kinesiophobia in a retrospective sample of adults with chronic headache. PAIN MEDICINE (MALDEN, MASS.) 2024; 25:187-193. [PMID: 37930882 PMCID: PMC11032727 DOI: 10.1093/pm/pnad147] [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: 05/22/2023] [Revised: 10/22/2023] [Accepted: 10/28/2023] [Indexed: 11/08/2023]
Abstract
INTRODUCTION An area of emerging interest in chronic pain populations concerns fear of pain and associated fear of movement (kinesiophobia)-a cognitive appraisal pattern that is well-validated in non-headache chronic pain. However, there is limited research on whether this construct can be measured in a similar manner in headache populations. METHODS The current project details a confirmatory factor analysis of the 12-Item Tampa Scale of Kinesiophobia (TSK-12) using a clinical data set from 210 adults with diverse headache diagnoses presenting for care at a multidisciplinary pain clinic. One item (concerning an "accident" that initiated the pain condition) was excluded from analysis. RESULTS Results of the confirmatory factor analysis for the remaining 12 items indicated adequate model fit for the previously established 2-factor structure (activity avoidance and bodily harm/somatic focus subscales). In line with previous literature, total TSK-12 scores showed moderate correlations with pain severity, pain-related interference, positive and negative affect, depressive and anxious symptoms, and pain catastrophizing. DISCUSSION The current study is the first to examine the factor structure of the TSK-12 in an adult headache population. The results support the relevance of pain-related fear to the functional and psychosocial status of adults with chronic headache, although model fit of the TSK-12 could be characterized as adequate rather than optimal. Limitations of the study include heterogeneity in headache diagnosis and rates of comorbid non-headache chronic pain in the sample. Future studies should replicate these findings in more homogenous headache groups (eg, chronic migraine) and examine associations with behavioral indices and treatment response.
Collapse
Affiliation(s)
- John A Sturgeon
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI 48105, United States
| | - Jennifer Pierce
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI 48105, United States
| | - Zina Trost
- Department of Psychology, Texas A&M University, College Station, TX 77840, United States
| |
Collapse
|
13
|
Zheng P, Ewing S, Tang A, Black D, Hue T, Lotz J, Peterson T, Torres-Espin A, O’Neill C. Predictors of response in PROMIS-global in a chronic low back pain specialty clinic: STarTBack and chronic overlapping pain conditions. J Back Musculoskelet Rehabil 2024; 37:909-920. [PMID: 38427463 PMCID: PMC11307069 DOI: 10.3233/bmr-230067] [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: 03/07/2023] [Accepted: 01/29/2024] [Indexed: 03/03/2024]
Abstract
BACKGROUND Tools, such as the STarTBack Screening Tool (SBT), have been developed to identify risks of progressing to chronic disability in low back pain (LBP) patients in the primary care population. However, less is known about predictors of change in function after treatment in the specialty care population. OBJECTIVE We pursued a retrospective observational cohort study involving LBP patients seen in a multidisciplinary specialty clinic to assess which features can predict change in function at follow-up. METHODS The SBT was administered at initial visit, and a variety of patient characteristics were available in the chart including the presence of chronic overlapping pain conditions (COPCs). Patient Reported Outcomes Measurement Information System-10 (PROMIS-10) global physical health (PH) and global mental health (MH) were measured at baseline and at pragmatic time points during follow-up. Linear regression was used to estimate adjusted associations between available features and changes in PROMIS scores. RESULTS 241 patients were followed for a mean of 17.0 ± 7.5 months. Mean baseline pain was 6.7 (SD 2.1), PROMIS-10 global MH score was 44.8 (SD 9.3), and PH score was 39.4 (SD 8.6). 29.7% were low-risk on the SBT, 41.8% were medium-risk, and 28.5% were high-risk. Mean change in MH and PH scores from baseline to the follow-up questionnaire were 0.86 (SD 8.11) and 2.39 (SD 7.52), respectively. Compared to low-risk patients, high-risk patients had a mean 4.35 points greater improvement in their MH score (p= 0.004) and a mean 3.54 points greater improvement in PH score (p= 0.006). Fewer COPCs also predicted greater improvement in MH and PH. CONCLUSIONS SBT and the presence of COPC, which can be assessed at initial presentation to a specialty clinic, can predict change in PROMIS following treatment. Effort is needed to identify other factors that can help predict change in function after treatment in the specialty care setting.
Collapse
Affiliation(s)
- Patricia Zheng
- Department of Orthopaedic Surgery, University of California, San Francisco, CA, USA
| | - Susan Ewing
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Angelina Tang
- School of Medicine, University of California, San Francisco, CA, USA
| | - Dennis Black
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Trisha Hue
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - Jeffrey Lotz
- Department of Orthopaedic Surgery, University of California, San Francisco, CA, USA
| | - Thomas Peterson
- Department of Orthopaedic Surgery, University of California, San Francisco, CA, USA
- Bakar Computational Health Sciences Institute, University of California, San Francisco, CA, USA
| | - Abel Torres-Espin
- Department of Neurological Surgery, University of California, San Francisco, CA, USA
- Department of Physical Therapy, University of Alberta, Edmonton, AB, Canada
- School of Public Health Sciences, University of Waterloo, Waterloo, ON, Canada
| | - Conor O’Neill
- Department of Orthopaedic Surgery, University of California, San Francisco, CA, USA
| |
Collapse
|
14
|
Bartley EJ, Alappattu MJ, Manko K, Lewis H, Vasilopoulos T, Lamvu G. Presence of endometriosis and chronic overlapping pain conditions negatively impacts the pain experience in women with chronic pelvic-abdominal pain: A cross-sectional survey. WOMEN'S HEALTH (LONDON, ENGLAND) 2024; 20:17455057241248017. [PMID: 38682290 PMCID: PMC11057341 DOI: 10.1177/17455057241248017] [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: 09/06/2023] [Revised: 02/06/2024] [Accepted: 04/02/2024] [Indexed: 05/01/2024]
Abstract
BACKGROUND Evidence of overlap between endometriosis and chronic pain conditions is emerging; however, little is known about how the pain experience differs based on the presence or absence of endometriosis. OBJECTIVES In a sample of women reporting chronic pelvic-abdominal pain (CPP), the aim of this study was to characterize differences in pain symptomatology between women with and without endometriosis and to examine the influence of chronic overlapping pain conditions (COPCs) on pain among these two groups. DESIGN This was a cross-sectional study, based on an online survey. METHODS Participants (aged 18+ years) completed a survey collecting pain diagnoses and symptoms assessing pelvic pain severity, pain interference, and pain impact. Independent sample t-tests, chi-square, and multiple linear regression models were employed to analyze group differences in pain symptomatology and COPCs. RESULTS Of the 525 respondents with CPP, 25% (n = 133) reported having endometriosis. Women with endometriosis were younger at the onset of pelvic pain, relative to women without endometriosis (p = 0.04). There were no differences in age, race, ethnicity, or duration of pelvic pain between women with and without endometriosis. Women with endometriosis reported higher pelvic pain severity (+0.8, 95% CI = 0.4-1.1), pain interference (+5.9, 95% CI = 2.4-9.3), and pain impact (+1.9, 95% CI = 0.8-2.9). Endometriosis was associated with a higher number of COPCs (p = 0.003), with 25% (n = 33) of women reporting ⩾3 overlapping pain conditions compared with 12% (n = 45) of those without endometriosis. Women with endometriosis had a higher frequency of fibromyalgia (p < 0.001), chronic fatigue syndrome (p < 0.001), and temporomandibular disorder (p = 0.001). The number of COPCs was associated with higher pain severity, interference, and impact, independently of endometriosis. CONCLUSION Women with endometriosis experienced higher levels of pain-related burden and COPCs compared with those without endometriosis. Pain intensity, interference, and impact increased with a higher number of pain conditions regardless of endometriosis presence.
Collapse
Affiliation(s)
- Emily J Bartley
- College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Meryl J Alappattu
- College of Public Health & Health Professions, University of Florida, Gainesville, FL, USA
| | - Kelsey Manko
- College of Medicine, University of Central Florida, Gainesville, FL, USA
| | - Hannah Lewis
- Gynecology Section, Division of Surgery, Orlando Veterans Affairs Healthcare System, Orlando, FL, USA
| | | | - Georgine Lamvu
- College of Medicine, University of Central Florida, Gainesville, FL, USA
- Gynecology Section, Division of Surgery, Orlando Veterans Affairs Healthcare System, Orlando, FL, USA
| |
Collapse
|
15
|
Scherbakov D, Mollalo A, Lenert L. Stressful life events in electronic health records: a scoping review. RESEARCH SQUARE 2023:rs.3.rs-3458708. [PMID: 37886439 PMCID: PMC10602151 DOI: 10.21203/rs.3.rs-3458708/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Objective Stressful life events, such as going through divorce, can have an important impact on human health. However, there are challenges in capturing these events in electronic health records (EHR). We conducted a scoping review aimed to answer two major questions: how stressful life events are documented in EHR and how they are utilized in research and clinical care. Materials and Methods Three online databases (EBSCOhost platform, PubMed, and Scopus) were searched to identify papers that included information on stressful life events in EHR; paper titles and abstracts were reviewed for relevance by two independent reviewers. Results 557 unique papers were retrieved, and of these 70 were eligible for data extraction. Most articles (n=36, 51.4%) were focused on the statistical association between one or several stressful life events and health outcomes, followed by clinical utility (n=15, 21.4%), extraction of events from free-text notes (n=12, 17.1%), discussing privacy and other issues of storing life events (n=5, 7.1%), and new EHR features related to life events (n=4, 5.7%). The most frequently mentioned stressful life events in the publications were child abuse/neglect, arrest/legal issues, and divorce/relationship breakup. Almost half of the papers (n=7, 46.7%) that analyzed clinical utility of stressful events were focused on decision support systems for child abuse, while others (n=7, 46.7%) were discussing interventions related to social determinants of health in general. Discussion and Conclusions Few citations are available on the prevalence and use of stressful life events in EHR reflecting challenges in screening and storing of stressful life events.
Collapse
Affiliation(s)
- Dmitry Scherbakov
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| | - Abolfazl Mollalo
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| | - Leslie Lenert
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| |
Collapse
|
16
|
Scherbakov D, Mollalo A, Lenert L. Stressful life events in electronic health records: a scoping review. RESEARCH SQUARE 2023:rs.3.rs-3458708. [PMID: 37886439 PMCID: PMC10602151 DOI: 10.21203/rs.3.rs-3458708/v2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Objective Stressful life events, such as going through divorce, can have an important impact on human health. However, there are challenges in capturing these events in electronic health records (EHR). We conducted a scoping review aimed to answer two major questions: how stressful life events are documented in EHR and how they are utilized in research and clinical care. Materials and Methods Three online databases (EBSCOhost platform, PubMed, and Scopus) were searched to identify papers that included information on stressful life events in EHR; paper titles and abstracts were reviewed for relevance by two independent reviewers. Results 557 unique papers were retrieved, and of these 70 were eligible for data extraction. Most articles (n=36, 51.4%) were focused on the statistical association between one or several stressful life events and health outcomes, followed by clinical utility (n=15, 21.4%), extraction of events from free-text notes (n=12, 17.1%), discussing privacy and other issues of storing life events (n=5, 7.1%), and new EHR features related to life events (n=4, 5.7%). The most frequently mentioned stressful life events in the publications were child abuse/neglect, arrest/legal issues, and divorce/relationship breakup. Almost half of the papers (n=7, 46.7%) that analyzed clinical utility of stressful events were focused on decision support systems for child abuse, while others (n=7, 46.7%) were discussing interventions related to social determinants of health in general. Discussion and Conclusions Few citations are available on the prevalence and use of stressful life events in EHR reflecting challenges in screening and storing of stressful life events.
Collapse
Affiliation(s)
- Dmitry Scherbakov
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| | - Abolfazl Mollalo
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| | - Leslie Lenert
- Biomedical Informatics Center, Department of Public Health Sciences, Medical University of South Carolina
| |
Collapse
|
17
|
You DS, Cook KF, Lannon EW, Ziadni MS, Darnall BD, Mackey SC. Establishing the interpretability and utility of the 4-item BriefPCS. Sci Rep 2023; 13:21272. [PMID: 38042937 PMCID: PMC10693612 DOI: 10.1038/s41598-023-48433-6] [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: 08/19/2023] [Accepted: 11/27/2023] [Indexed: 12/04/2023] Open
Abstract
To reduce the patient burden associated with completing the 13-item Pain Catastrophizing Scale (PCS), the 4-item "BriefPCS" was developed. To date, no crosswalk has been developed that associates scores on the BriefPCS with PCS scores. Further, no study has compared the use of BriefPCS and PCS scores in a randomized clinical trial (RCT). We aimed to: (1) establish the interpretability of BriefPCS scores in reference to PCS scores, (2) compare the concurrent validity between the BriefPCS and PCS, and (3) asssess the use of BriefPCS in an RCT. First, we conducted equipercentile linking, created a crosswalk that associated scores of BriefPCS with PCS, and calculated differences between PCS and crosswalked PCS scores. Secondly, we compared Bootstrap correlation coefficients between PCS and self-reported measures of other domains. Lastly, we compared results from an RCT using BriefPCS scores versus PCS scores. Findings indicated that the correlation coefficient estimates with the BriefPCS and PCS scores were not significantly different. BriefPCS and PCS scores had similar ability to detect treatment-related changes. The BriefPCS scores validly, reliably, and accurately distinguish levels of pain catastrophizing. Additionally, the BriefPCS scores are sensitive to changes after behavioral interventions, with less respondent burden compared to the PCS scores.
Collapse
Affiliation(s)
- Dokyoung S You
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero Road, Suite 200, MC 5596, Palo Alto, CA, 94304, USA.
| | - Karon F Cook
- Feral Scholars, 257 County Road 4754, Broaddus, TX, 75929, USA
| | - Edward W Lannon
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero Road, Suite 200, MC 5596, Palo Alto, CA, 94304, USA
| | - Maisa S Ziadni
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero Road, Suite 200, MC 5596, Palo Alto, CA, 94304, USA
| | - Beth D Darnall
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero Road, Suite 200, MC 5596, Palo Alto, CA, 94304, USA
| | - Sean C Mackey
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero Road, Suite 200, MC 5596, Palo Alto, CA, 94304, USA
| |
Collapse
|
18
|
Terkawi AS, Popat RA, Mackey S. Characterization and burden of localized back pain versus back pain with chronic overlapping pain conditions. Pain Pract 2023; 23:904-913. [PMID: 37392043 DOI: 10.1111/papr.13267] [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: 10/02/2022] [Revised: 05/13/2023] [Accepted: 06/20/2023] [Indexed: 07/02/2023]
Abstract
BACKGROUND Chronic low back pain (cLBP) is the most common cause of years lived with disability (YLD). Chronic overlapping pain conditions (COPCs) is a relatively new taxonomy for widespread pain. Researchers have postulated that patients with COPCs have more pain-related impact than those with isolated pain conditions. We know little about the combination of COPCs with cLBP. This study aims to characterize patients with isolated cLBP compared to those with cLBP and associated COPCs across multiple domains of physical, psychological, and social functioning. METHODS Using Stanford's CHOIR registry-based learning health system, we performed a cross-sectional study on patients with localized cLBP (group L) versus cLBP with COPCs (group W). We used demographic, PROMIS (Patient-Reported Outcomes Measurement Information System), and legacy survey data to characterize the physical, psychological, social, and global health outcomes. We further subdivided the COPCs into intermediate and severe based on the number of body regions involved. We used descriptive statistics and generalized linear regression models to characterize and compare the pain groups. RESULTS Among 8783 patients with cLBP, 485 (5.5%) had localized cLBP (Group L) without widespread pain. Compared to Group L, patients in Group W were more likely to be females, younger, and reported longer duration of pain. Although the mean pain scores were significantly higher in group W, this difference did not appear clinically significant (average pain scores MD -0.73, 95% CI [-0.91 to -0.55]). Group W had significantly worse outcomes in all PROMIS outcomes. However, outcomes with large clinical differences (Cohen's d > 0.5) were fatigue (MD = -7.0, 95% CI [-8.0 to -6.1]); sleep impairment (MD = -6.2, 95% CI [-7.1 to -5.3]); sleep disturbance (MD = -5.3, 95% CI [-6.2 to -4.5]); pain behavior (MD = -2.2, 95% CI [-2.5 to -1.8]); physical function (MD = 4.0, 95% CI [3.2-5.0]); pain interference (MD = -3.4, 95% CI [-4.0 to -2.8]); and anxiety (MD = -4.9, 95% CI [-5.7 to -4.0]). Adjusted analysis controlling for age, gender, BMI category, and duration of pain confirmed worsening of all outcomes with more widespread pain. CONCLUSION COPCs are a common presentation with cLBP. The combination of COPCs with cLBP is associated with significantly worse physical, psychological, social, and global health outcomes. This information may identify patients with COPCs and cLBP to optimally risk and treatment stratify their care and individualize their management.
Collapse
Affiliation(s)
- Abdullah Sulieman Terkawi
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University, Palo Alto, California, USA
| | - Rita A Popat
- Department of Epidemiology & Population Health, Stanford University School of Medicine, Stanford, California, USA
| | - Sean Mackey
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University, Palo Alto, California, USA
| |
Collapse
|
19
|
Ziadni MS, Jaros S, Anderson SR, You DS, Darnall BD, Mackey SC. A Longitudinal Investigation of the Impact of COVID-19 on Patients With Chronic Pain. THE JOURNAL OF PAIN 2023; 24:1830-1842. [PMID: 37225065 PMCID: PMC10201913 DOI: 10.1016/j.jpain.2023.05.010] [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: 01/16/2023] [Revised: 04/26/2023] [Accepted: 05/16/2023] [Indexed: 05/26/2023]
Abstract
The COVID-19 pandemic prompted unexpected changes in the healthcare system. This current longitudinal study had 2 aims: 1) describe the trajectory of pandemic-associated stressors and patient-reported health outcomes among patients receiving treatment at a tertiary pain clinic over 2 years (May 2020 to June 2022); and 2) identify vulnerable subgroups. We assessed changes in pandemic-associated stressors and patient-reported health outcome measures. The study sample included 1270 adult patients who were predominantly female (74.6%), White (66.2%), non-Hispanic (80.6%), married (66.1%), not on disability (71.2%), college-educated (59.45%), and not currently working (57.9%). We conducted linear mixed effect modeling to examine the main effect of time with controlling for a random intercept. Findings revealed a significant main effect of time for all pandemic-associated stressors except financial impact. Over time, patients reported increased proximity to COVID-19, but decreased pandemic-associated stressors. A significant improvement was also observed in pain intensity, pain catastrophizing, and PROMIS-pain interference, sleep, anxiety, anger, and depression scores. Demographic-based subgroup analyses for pandemic-associated stressors revealed that younger adults, Hispanics, Asians, and patients receiving disability compensation were vulnerable groups either during the initial visit or follow-up visits. We observed additional differential pandemic effects between groups based on participant sex, education level, and working status. In conclusion, despite unanticipated changes in pain care services during the pandemic, patients receiving pain treatments adjusted to pandemic-related stressors and improved their health status over time. As the current study observed differential pandemic impacts on patient subgroups, future studies should investigate and address the unmet needs of vulnerable subgroups. PERSPECTIVE: Over a 2-year timeframe, the pandemic did not adversely influence physical and mental health among treatment-seeking patients with chronic pain. Patients reported small but significant improvements across indices of physical and psychosocial health. Differential impacts emerged among groups based on ethnicity, age, disability status, gender, education level, and working status.
Collapse
Affiliation(s)
- Maisa S Ziadni
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford University, Palo Alto, California
| | - Sam Jaros
- Department of Epidemiology, Stanford University School of Medicine, Palo Alto, California
| | - Steven R Anderson
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford University, Palo Alto, California
| | - Dokyoung S You
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford University, Palo Alto, California
| | - Beth D Darnall
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford University, Palo Alto, California
| | - Sean C Mackey
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford University, Palo Alto, California
| |
Collapse
|
20
|
Sturgeon JA, Ehde DM, Darnall BD, Barad MJ, Clauw DJ, Jensen MP. Psychological Approaches for Migraine Management. Anesthesiol Clin 2023; 41:341-355. [PMID: 37245946 PMCID: PMC10513739 DOI: 10.1016/j.anclin.2023.02.002] [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] [Indexed: 03/17/2023]
Abstract
Migraine headaches are among the most prevalent and disabling pain conditions worldwide. Best-practice migraine management is multidisciplinary and includes the psychological approaches to address cognitive, behavioral, and affective factors that worsen pain, distress, and disability. The psychological interventions with the strongest research support are relaxation strategies, cognitive-behavioral therapy, and biofeedback, though the quality of clinical trials for all psychological interventions needs continued improvement. The efficacy of psychological interventions may be improved by validating technology-based delivery systems, developing interventions for trauma and life stress, and precision medicine approaches matching treatments to patients based on specific clinical characteristics.
Collapse
Affiliation(s)
- John A Sturgeon
- Department of Anesthesiology, University of Michigan Medical School, 24 Frank Lloyd Wright Drive, Ann Arbor, MI 48105, USA.
| | - Dawn M Ehde
- Department of Rehabilitation Medicine, University of Washington School of Medicine, 325 Ninth Avenue, Box 359612, Seattle, WA 98104, USA
| | - Beth D Darnall
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, 430 Broadway Street, Pavilion C, 3rd Floor MC6343, Redwood City, CA 94063, USA
| | - Meredith J Barad
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, 1070 Arastradero, Suite 200, MC 5596, Palo Alto, CA 94304, USA
| | - Daniel J Clauw
- Department of Anesthesiology, University of Michigan Medical School, 24 Frank Lloyd Wright Drive, Ann Arbor, MI 48105, USA; Department of Psychiatry, University of Michigan Medical School, 24 Frank Lloyd Wright Drive, Ann Arbor, MI 48105, USA; Department of Internal Medicine-Rheumatology, University of Michigan Medical School, 24 Frank Lloyd Wright Drive, Ann Arbor, MI 48105, USA
| | - Mark P Jensen
- Department of Rehabilitation Medicine, University of Washington School of Medicine, 325 Ninth Avenue, Box 359612, Seattle, WA 98104, USA
| |
Collapse
|
21
|
Salmasi V, Terkawi AS, Mackey SC. Pragmatic Comparative Effectiveness Trials and Learning Health Systems in Pain Medicine: Opportunities and Challenges. Anesthesiol Clin 2023; 41:503-517. [PMID: 37245953 PMCID: PMC10926352 DOI: 10.1016/j.anclin.2023.03.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Large randomized clinical trials or aggregates of clinical trials represent the highest levels of clinical evidence because they minimize different sources of confounding and bias. The current review provides an in-depth discussion of the challenges faced and methods we can use to overcome these obstacles to tailor novel designs of pragmatic effectiveness trials to pain medicine. The authors describe their experiences with an open-source learning health system to collect high-quality evidence and conduct pragmatic clinical trials within a busy academic pain center.
Collapse
Affiliation(s)
- Vafi Salmasi
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, USA.
| | - Abdullah Sulieman Terkawi
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, USA
| | - Sean C Mackey
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Palo Alto, USA
| |
Collapse
|
22
|
Henningsen P, Hausteiner-Wiehle C, Häuser W. Migraine in the context of chronic primary pain, chronic overlapping pain disorders, and functional somatic disorders: A narrative review. Headache 2022; 62:1272-1280. [PMID: 36373821 DOI: 10.1111/head.14419] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 10/04/2022] [Accepted: 10/10/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To contextualize migraine as the most common primary headache disorder in relation to other chronic primary pain and non-pain functional somatic and mental conditions. BACKGROUND Migraine is increasingly understood as a sensory processing disorder within a broader spectrum of symptom disorders. This has implications for diagnosis and treatment. METHOD Narrative review based on a search of the literature of the last 15 years on the overlap of migraine with other symptom disorders. RESULTS Migraine as the prototypical primary headache disorder not only comprises many non-headache symptoms in itself, it also shows high comorbidity with other chronic pain and non-pain conditions (e.g., fibromyalgia syndrome, irritable bowel syndrome, functional non-epileptic seizures, depression, anxiety, and posttraumatic stress disorder). Such "symptom disorders" share several etiological factors (e.g., female preponderance, psychological vulnerability) and psychophysiological mechanisms (e.g., altered sensory processing, pain expectancy). These facts are acknowledged by several recent integrative conceptualizations such as chronic primary pain, chronic overlapping pain conditions, or functional somatic disorders. Accordingly, migraine management increasingly addresses the total symptom burden and individual contributors to symptom experience, and thus incorporates centrally acting pharmacological and non-pharmacological, that is, psychological and behavioral, treatment approaches. CONCLUSIONS Migraine and also other primary headache disorders should be seen as particular phenotypes within a broader spectrum of symptom perception and processing disorders that require integrative diagnostics and treatment. A harmonization of classifications and better interdisciplinary collaboration are desirable.
Collapse
Affiliation(s)
- Peter Henningsen
- Department of Psychosomatic Medicine and Psychotherapy, Technical University of Munich, Munich, Germany
| | - Constanze Hausteiner-Wiehle
- Department of Psychosomatic Medicine and Psychotherapy, Technical University of Munich, Munich, Germany
- Department of Neurology, BG Trauma Center Murnau, Murnau, Germany
| | - Winfried Häuser
- Department of Psychosomatic Medicine and Psychotherapy, Technical University of Munich, Munich, Germany
- Department of Internal Medicine 1, Klinikum Saarbrücken, Saarbrücken, Germany
| |
Collapse
|
23
|
CHOIRBM: An R package for exploratory data analysis and interactive visualization of pain patient body map data. PLoS Comput Biol 2022; 18:e1010496. [PMID: 36301800 PMCID: PMC9612541 DOI: 10.1371/journal.pcbi.1010496] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Accepted: 08/18/2022] [Indexed: 01/19/2023] Open
Abstract
Body maps are commonly used to capture the location of a patient's pain and thus reflect the extent of pain throughout the body. With increasing electronic capture body map information, there is an emerging need for clinic- and research-ready tools capable of visualizing this data on individual and mass scales. Here we propose CHOIRBM, an extensible and modular R package and companion web application built on the grammar of graphics system. CHOIRBM provides functions that simplify the process of analyzing and plotting patient body map data integrated from the CHOIR Body Map (CBM) at both individual patient and large-dataset levels. CHOIRBM is built on the popular R graphics package, ggplot2, which facilitates further development and addition of functionality by the open-source development community as future requirements arise. The CHOIRBM package is distributed under the terms of the MIT license and is available on CRAN. The development version of the package with the latest functions may be installed from GitHub. Example analysis using CHOIRBM demonstrates the functionality of the modular R package and highlights both the clinical and research utility of efficiently producing CBM visualizations.
Collapse
|
24
|
Falasinnu T, Nguyen T, Jiang TE, Chaichian Y, Rector A, Darnall BD, Mackey S, Simard JF. The Problem of Pain in Rheumatology: Clinical Profiles Associated With Concomitant Diagnoses With Chronic Overlapping Pain Conditions. ACR Open Rheumatol 2022; 4:890-896. [PMID: 35872631 PMCID: PMC9555198 DOI: 10.1002/acr2.11488] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 06/20/2022] [Accepted: 06/21/2022] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVE The chronification of pain is heterogeneous in rheumatology. Chronic overlapping pain conditions (COPCs) such as fibromyalgia, endometriosis, migraine, and back pain may co-occur with one another and in rheumatic diseases. We describe the sociodemographic and clinical profiles associated with concomitant COPCs among patients with rheumatic diseases. METHODS We retrospectively identified patients visiting rheumatology clinics at a single institution from 2010 to 2020 for five common rheumatic conditions: psoriatic arthritis (PsA), rheumatoid arthritis (RA), Sjögren syndrome (SjS), systemic lupus erythematosus (SLE), and systemic sclerosis (SSc). We compared sociodemographic, clinical, and lifestyle factors by rheumatic condition and by COPC status. We also report sex-stratified diagnosis of COPCs. The primary outcome was diagnostic validation of one or more COPCs. RESULTS We identified 5992 rheumatology patients: 846 with PsA, 2605 with RA, 956 with SjS, 975 with SLE, and 610 with SSc. Approximately 36-62% of patients had a concomitant COPC diagnosis. Patients with SjS had the highest prevalence (62%). Diagnosis of one or more COPCs was highest among Black patients and lowest among Asian patients. Patients using public insurance had a higher prevalence of one or more COPCs compared with those with private insurance. Patients with one or more COPCs had more depression and anxiety and more frequent emergency department visits, surgeries, and hospitalizations. CONCLUSION Our findings suggest that COPCs are strikingly common among patients with rheumatic disease and are associated with lower quality of life and greater health care needs. Future research may elucidate drivers of chronic pain and how to best address the unique analgesic needs of this multimorbid population.
Collapse
Affiliation(s)
| | - Thy Nguyen
- Stanford University School of MedicineStanfordCalifornia
| | | | | | - Amadeia Rector
- Stanford University School of MedicineStanfordCalifornia
| | | | - Sean Mackey
- Stanford University School of MedicineStanfordCalifornia
| | | |
Collapse
|
25
|
Mercer Lindsay N, Chen C, Gilam G, Mackey S, Scherrer G. Brain circuits for pain and its treatment. Sci Transl Med 2021; 13:eabj7360. [PMID: 34757810 DOI: 10.1126/scitranslmed.abj7360] [Citation(s) in RCA: 110] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
[Figure: see text].
Collapse
Affiliation(s)
- Nicole Mercer Lindsay
- Department of Cell Biology and Physiology, UNC Neuroscience Center, Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Biology, CNC Program, Department of Applied Physics, Stanford University, Stanford, CA 94305, USA
| | - Chong Chen
- Department of Cell Biology and Physiology, UNC Neuroscience Center, Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Gadi Gilam
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA 94304, USA
| | - Sean Mackey
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Palo Alto, CA 94304, USA
| | - Grégory Scherrer
- Department of Cell Biology and Physiology, UNC Neuroscience Center, Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,New York Stem Cell Foundation-Robertson Investigator, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| |
Collapse
|