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Mbutiwi FIN, Yapo APJ, Toirambe SE, Rees E, Plouffe R, Carabin H. Sensitivity and specificity of International Classification of Diseases algorithms (ICD-9 and ICD-10) used to identify opioid-related overdose cases: A systematic review and an example of estimation using Bayesian latent class models in the absence of gold standards. CANADIAN JOURNAL OF PUBLIC HEALTH = REVUE CANADIENNE DE SANTE PUBLIQUE 2024; 115:770-783. [PMID: 39085747 PMCID: PMC11535208 DOI: 10.17269/s41997-024-00915-4] [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: 05/03/2024] [Accepted: 06/17/2024] [Indexed: 08/02/2024]
Abstract
OBJECTIVES This study aimed to summarize validity estimates of International Classification of Diseases (ICD) codes in identifying opioid overdose (OOD) among patient data from emergency rooms, emergency medical services, inpatient, outpatient, administrative, medical claims, and mortality, and estimate the sensitivity and specificity of the algorithms in the absence of a perfect reference standard. METHODS We systematically reviewed studies published before December 8, 2023, and identified with Medline and Embase. Studies reporting sufficient details to recreate a 2 × 2 table comparing the ICD algorithms to a reference standard in diagnosing OOD-related events were included. We used Bayesian latent class models (BLCM) to estimate the posterior sensitivity and specificity distributions of five ICD-10 algorithms and of the imperfect coroner's report review (CRR) in detecting prescription opioid-related deaths (POD) using one included study. RESULTS Of a total of 1990 studies reviewed, three were included. The reported sensitivity estimates of ICD algorithms for OOD were low (range from 25.0% to 56.8%) for ICD-9 in diagnosing non-fatal OOD-related events and moderate (72% to 89%) for ICD-10 in diagnosing POD. The last included study used ICD-9 for non-fatal and fatal and ICD-10 for fatal OOD-related events and showed high sensitivity (i.e. above 97%). The specificity estimates of ICD algorithms were good to excellent in the three included studies. The misclassification-adjusted ICD-10 algorithm sensitivity estimates for POD from BLCM were consistently higher than reported sensitivity estimates that assumed CRR was perfect. CONCLUSION Evidence on the performance of ICD algorithms in detecting OOD events is scarce, and the absence of bias correction for imperfect tests leads to an underestimation of the sensitivity of ICD code estimates.
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Affiliation(s)
- Fiston Ikwa Ndol Mbutiwi
- Faculté de médecine vétérinaire, Université de Montréal, Saint-Hyacinthe, Québec, Canada
- Département de médecine sociale et préventive, École de santé publique, Université de Montréal, Montréal, Québec, Canada
- Faculty of Medicine, University of Kikwit, Kikwit, Kwilu, Democratic Republic of the Congo
- Groupe de recherche en épidémiologie des zoonoses et santé publique (GREZOSP), Saint-Hyacinthe, Québec, Canada
- Centre de recherche en santé publique de l'Université de Montréal et du CIUSSS du Centre-sud-de-l'île-de-Montréal (CReSP), Montréal, Québec, Canada
| | - Ayekoe Patrick Junior Yapo
- Département de médecine sociale et préventive, École de santé publique, Université de Montréal, Montréal, Québec, Canada
| | - Serge Esako Toirambe
- Département de médecine sociale et préventive, École de santé publique, Université de Montréal, Montréal, Québec, Canada
| | - Erin Rees
- Faculté de médecine vétérinaire, Université de Montréal, Saint-Hyacinthe, Québec, Canada
- National Microbiology Laboratory, Public Health Agency of Canada, Saint-Hyacinthe, Québec, Canada
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, Ottawa, Ontario, Canada
- Groupe de recherche en épidémiologie des zoonoses et santé publique (GREZOSP), Saint-Hyacinthe, Québec, Canada
| | - Rebecca Plouffe
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, Ottawa, Ontario, Canada
| | - Hélène Carabin
- Faculté de médecine vétérinaire, Université de Montréal, Saint-Hyacinthe, Québec, Canada.
- Département de médecine sociale et préventive, École de santé publique, Université de Montréal, Montréal, Québec, Canada.
- Groupe de recherche en épidémiologie des zoonoses et santé publique (GREZOSP), Saint-Hyacinthe, Québec, Canada.
- Centre de recherche en santé publique de l'Université de Montréal et du CIUSSS du Centre-sud-de-l'île-de-Montréal (CReSP), Montréal, Québec, Canada.
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Huang Y, Bruera S, Agarwal SK, Suarez-Almazor ME, Bazzazzadehgan S, Ramachandran S, Bhattacharya K, Bentley JP, Yang Y. Opioid Treatment for Adults With and Without Systemic Autoimmune/Inflammatory Rheumatic Diseases: Analysis of 2006-2019 United States National Data. Arthritis Care Res (Hoboken) 2024; 76:1427-1435. [PMID: 38766880 DOI: 10.1002/acr.25378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 04/29/2024] [Accepted: 05/10/2024] [Indexed: 05/22/2024]
Abstract
OBJECTIVES This study compared opioid prescribing among ambulatory visits with systemic autoimmune/inflammatory rheumatic diseases (SARDs) or without and assessed factors associated with opioid prescribing in SARDs. METHODS This cross-sectional study used the National Ambulatory Medical Care Survey between 2006 and 2019. Adult (≥18 years) visits with a primary diagnosis of SARDs, including rheumatoid arthritis, ankylosing spondylitis, psoriatic arthritis, or systemic lupus erythematosus were included in the study. Opioid prescribing was compared between those with vs without SARDs using multivariable logistic regression accounting for the complex survey design and adjusting for predisposing, enabling, and need factors within Andersen's Behavioral Model of Health Services Use. Another multivariable logistic regression examined the predictors associated with opioid prescribing in SARDs. RESULTS Annually, an average of 5.20 million (95% confidence interval [CI] 3.58-6.82) visits were made for SARDs, whereas 780.14 million (95% CI 747.56-812.72) visits were made for non-SARDs. The SARDs group was more likely to be prescribed opioids (22.53%) than the non-SARDs group (9.83%) (adjusted odds ratio [aOR] 2.65; 95% CI 1.68-4.18). Among the SARDs visits, patient age from 50 to 64 (aOR 1.95; 95% CI 1.05-3.65 relative to ages 18-49) and prescribing of glucocorticoids (aOR 1.75; 95% CI 1.20-2.54) were associated with an increased odd of opioid prescribing, whereas private insurance relative to Medicare (aOR 0.50; 95% CI 0.31-0.82) was associated with a decreased odds of opioid prescribing. CONCLUSION Opioid prescribing in SARDs was higher compared to non-SARDs. Concerted efforts are needed to determine the appropriateness of opioid prescribing in SARDs.
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Affiliation(s)
- Yinan Huang
- The University of Mississippi School of Pharmacy, University, Mississippi
| | | | | | | | | | | | | | - John P Bentley
- The University of Mississippi School of Pharmacy, University, Mississippi
| | - Yi Yang
- The University of Mississippi School of Pharmacy, University, Mississippi
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Falasinnu T, Lu D, Baker MC. Annual trends in pain management modalities in patients with newly diagnosed autoimmune rheumatic diseases in the USA from 2007 to 2021: an administrative claims-based study. THE LANCET. RHEUMATOLOGY 2024; 6:e518-e527. [PMID: 38945137 PMCID: PMC11299796 DOI: 10.1016/s2665-9913(24)00120-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 04/24/2024] [Accepted: 04/30/2024] [Indexed: 07/02/2024]
Abstract
BACKGROUND Autoimmune rheumatic diseases have distinct pathogenic mechanisms and are causes of disability and increased mortality worldwide. In this study, we aimed to examine annual trends in pain management modalities among patients with autoimmune rheumatic diseases. METHODS We identified newly diagnosed patients with ankylosing spondylitis, psoriatic arthritis, rheumatoid arthritis, Sjögren's syndrome, systemic sclerosis, or systemic lupus erythematosus (SLE) in the Merative Marketscan Research Databases from 2007 to 2021. The database includes deidentified inpatient and outpatient health encounters with employment-sponsored health insurance claims in the USA. We found minimal occurrences of multiple overlapping conditions and included only the initial recorded diagnosis for each patient. We determined the annual incidence of patients treated with opioids, anticonvulsants, antidepressants, skeletal muscle relaxants, non-steroidal anti-inflammatory drugs (NSAIDs), topical analgesics, and physical therapy in the year following diagnosis. Logistic regression was used to estimate the association between calendar year and outcomes, adjusted for age, sex, and region. FINDINGS We included 141 962 patients: 10 927 with ankylosing spondylitis, 21 438 with psoriatic arthritis, 71 393 with rheumatoid arthritis, 16 718 with Sjögren's syndrome, 18 018 with SLE, and 3468 with systemic sclerosis. 107 475 (75·7%) were women and 34 487 (24·3%) were men. Overall, the incidence of opioid use increased annually until 2014 by 4% (adjusted odds ratio [aOR] 1·04 [95% CI 1·03-1·04]) and decreased annually by 15% after 2014 (0·85 [0·84-0·86]). The incidence of physical therapy use increased annually by 5% until 2014 (aOR 1·05 [95% CI 1·04-1·06]), with a slight decrease annually by 1% after 2014 (0·99 [0·98-1·00]). The incidence of anticonvulsant use increased annually by 7% until 2014 (aOR 1·07 [95% CI 1·07-1·08]) and did not significantly change after 2014 (1·00 [0·99-1·00]). Before 2014, the incidence of NSAIDs use increased by 2% annually (aOR 1·02 [95% CI 1·02-1·03]); however, after 2014, the incidence decreased annually by 5% (0·95 [0·95-0·96]). These trends did not differ by sex except for NSAID use before 2014 (pinteraction=0·02) and topical analgesic use after 2014 (pinteraction=0·0100). INTERPRETATION Since 2014, the use of non-opioid pain management modalities has increased or stabilised, whereas opioid and NSAID use has declined. Future studies are needed to evaluate the effectiveness of these changes, and the effects they have had on outcomes such as quality of life, disability, and function. FUNDING National Institute of Arthritis and Musculoskeletal and Skin Diseases.
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Affiliation(s)
- Titilola Falasinnu
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, School of Medicine, Stanford, CA, USA; Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University, School of Medicine, Stanford, CA, USA.
| | - Di Lu
- Quantitative Sciences Unit, Stanford University, School of Medicine, Stanford, CA, USA
| | - Matthew C Baker
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University, School of Medicine, Stanford, CA, USA
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Falasinnu T, Nguyen T, Jiang TE, Tamang S, Chaichian Y, Darnall BD, Mackey S, Simard JF, Chen JH. The Problem of Pain in Rheumatology: Variations in Case Definitions Derived From Chronic Pain Phenotyping Algorithms Using Electronic Health Records. J Rheumatol 2024; 51:297-304. [PMID: 38101917 PMCID: PMC10922235 DOI: 10.3899/jrheum.2023-0416] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/06/2023] [Indexed: 12/17/2023]
Abstract
OBJECTIVE The aim of this study was to investigate and compare different case definitions for chronic pain to provide estimates of possible misclassification when researchers are limited by available electronic health record and administrative claims data, allowing for greater precision in case definitions. METHODS We compared the prevalence of different case definitions for chronic pain (N = 3042) in patients with autoimmune rheumatic diseases. We estimated the prevalence of chronic pain based on 15 unique combinations of pain scores, diagnostic codes, analgesic medications, and pain interventions. RESULTS Chronic pain prevalence was lowest in unimodal pain phenotyping algorithms: 15% using analgesic medications, 18% using pain scores, 21% using pain diagnostic codes, and 22% using pain interventions. In comparison, the prevalence using a well-validated phenotyping algorithm was 37%. The prevalence of chronic pain also increased with the increasing number (bimodal to quadrimodal) of phenotyping algorithms that comprised the multimodal phenotyping algorithms. The highest estimated chronic pain prevalence (47%) was the multimodal phenotyping algorithm that combined pain scores, diagnostic codes, analgesic medications, and pain interventions. However, this quadrimodal phenotyping algorithm yielded a 10% overestimation of chronic pain compared to the well-validated algorithm. CONCLUSION This is the first empirical study to our knowledge that shows that established common modes of phenotyping chronic pain can lead to substantially varying estimates of the number of patients with chronic pain. These findings can be a reference for biases in case definitions for chronic pain and could be used to estimate the extent of possible misclassifications or corrections in using datasets that cannot include specific data elements.
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Affiliation(s)
- Titilola Falasinnu
- T. Falasinnu, PhD, Division of Immunology and Rheumatology, Department of Medicine, and Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine;
| | - Thy Nguyen
- T. Nguyen, BS, T. En Jiang, BS, Department of Epidemiology and Population Health, Stanford University School of Medicine
| | - Tiffany En Jiang
- T. Nguyen, BS, T. En Jiang, BS, Department of Epidemiology and Population Health, Stanford University School of Medicine
| | - Suzanne Tamang
- S. Tamang, PhD, Y. Chaichian, MD, Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine
| | - Yashaar Chaichian
- S. Tamang, PhD, Y. Chaichian, MD, Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine
| | - Beth D Darnall
- B.D. Darnall, PhD, S. Mackey, MD, PhD, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine
| | - Sean Mackey
- B.D. Darnall, PhD, S. Mackey, MD, PhD, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine
| | - Julia F Simard
- J.F. Simard, ScD, Division of Immunology and Rheumatology, Department of Medicine, and Department of Epidemiology and Population Health, Stanford University School of Medicine
| | - Jonathan H Chen
- J.H. Chen, MD, PhD, Stanford Center for Biomedical Informatics Research, and Division of Hospital Medicine, Department of Medicine, Stanford University School of Medicine, California, USA
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Andreoli L, Guadagni I, Picarelli G, Principi M. Comprehensive reproductive healthcare for women with immune-mediated inflammatory diseases: Addressing rheumatoid arthritis, spondyloarthritis and inflammatory bowel disease through life's stages. Autoimmun Rev 2024; 23:103507. [PMID: 38142899 DOI: 10.1016/j.autrev.2023.103507] [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: 11/30/2023] [Accepted: 12/19/2023] [Indexed: 12/26/2023]
Abstract
Immuno-mediated inflammatory diseases (IMIDs) such as rheumatoid arthritis, spondyloarthritis, and inflammatory bowel disease are characterised by pathophysiological mechanisms wherein the immune system erroneously targets the body's own tissues. This review explores the heightened vulnerability of women with IMIDs, influenced by hormonal modulators like estrogen and progesterone. The challenges this poses are multifaceted, encompassing the impact of active disease and medical treatments throughout life stages, including family planning, fertility, and menopause. From the perspectives of rheumatologists and gastroenterologists, we review current management strategies and underscore the need for a multidisciplinary and life-cycle approach to healthcare for women with IMIDs.
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Affiliation(s)
- Laura Andreoli
- Unit of Rheumatology and Clinical Immunology, ASST Spedali Civili; Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy.
| | | | | | - Mariabeatrice Principi
- Emergency and Organ Transplantation Department, Section of Gastroenterology, AOU Policlinico, Bari, Italy
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Gérard B, Bailly F, Trouvin AP. How to treat chronic pain in rheumatic and musculoskeletal diseases (RMDs) - A pharmacological review. Joint Bone Spine 2024; 91:105624. [PMID: 37495074 DOI: 10.1016/j.jbspin.2023.105624] [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: 03/27/2023] [Revised: 07/11/2023] [Accepted: 07/17/2023] [Indexed: 07/28/2023]
Abstract
INTRODUCTION Chronic pain is a common symptom of rheumatic diseases that impacts patients' quality of life. While non-pharmacological approaches are often recommended as first-line treatments, pharmacological interventions are important for pain management. However, the effectiveness and safety of different pharmacological treatments for chronic pain in rheumatic diseases are unclear. METHODS This review critically synthesizes the current evidence base to guide clinicians in selecting appropriate pharmacological treatments for their patients, considering the expected benefits and potential risks and side effects. RESULTS For osteoarthritis, nonsteroidal anti-inflammatory drugs (NSAIDs), acetaminophen, opioids, and antidepressants are commonly used, with NSAIDs being the most recommended. In addition, topical agents, such as topical NSAIDs, are recommended for localized pain relief. For fibromyalgia, amitriptyline, serotonin and noradrenaline reuptake inhibitors (SNRIs), and gabapentinoids are commonly used, with SNRIs being the most recommended. For back pain, nonsteroidal anti-inflammatory drugs (NSAIDs), acetaminophen, opioids are used only for acute of flare-up pain, whereas neuropathic pain drugs are only used for chronic radicular pain. For inflammatory rheumatic diseases, disease-modifying antirheumatic drugs (DMARDs) and biological agents are recommended to slow disease progression and manage symptoms. CONCLUSION While DMARDs and biological agents are recommended for inflammatory rheumatic diseases, pharmacological treatments for other rheumatic diseases only alleviate symptoms and do not provide a cure for the underlying condition. The use of pharmacological treatments should be based on the expected benefits and evaluation of side effects, with non-pharmacological modalities also being considered, especially for fibromyalgia.
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Affiliation(s)
- Baptiste Gérard
- Service de rhumatologie, CHU de Rouen, université de Rouen, Rouen, France
| | - Florian Bailly
- Institut Pierre-Louis d'épidémiologie et de Santé publique, Sorbonne université, Inserm UMRS 1136, Paris, France; Sorbonne université, AP-HP, Pitié-Salpêtrière Hospital, Pain center, Paris, France
| | - Anne-Priscille Trouvin
- Paris Cité University, AP-HP, Cochin Hospital, Pain Medicine Department, Paris, France; Inserm U987, Boulogne-Billancourt, France.
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Kiadaliri A, Dell'Isola A, Englund M. Inflammatory rheumatic diseases and the risk of drug use disorders: a register-based cohort study in Sweden. Clin Rheumatol 2024; 43:81-85. [PMID: 37639149 PMCID: PMC10774176 DOI: 10.1007/s10067-023-06755-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: 05/29/2023] [Revised: 07/25/2023] [Accepted: 08/23/2023] [Indexed: 08/29/2023]
Abstract
To investigate the association between chronic inflammatory rheumatic diseases (CIRD) and drug use disorder (DUD). Individuals aged ≥ 30 years in 2009 that met the following conditions were included: residing in the Skåne region, Sweden, with at least one healthcare contact in person and no history of DUD (ICD-10 codes F11-F16, F18-F19) during 1998-2009 (N = 649,891). CIRD was defined as the presence of rheumatoid arthritis (RA), ankylosing spondylitis (AS), psoriatic arthritis (PsA), or systemic lupus erythematosus. Treating CIRD as a time-varying exposure, we followed people from January 1, 2010 until a diagnosis of DUD, death, relocation outside the region, or December 31, 2019, whichever occurred first. We used flexible parametric survival models adjusted for attained age, sociodemographic characteristics, and coexisting conditions for data analysis. There were 64 (95% CI 62-66) and 104 (88-123) incident DUD per 100,000 person-years among those without and with CIRD, respectively. CIRD was associated with an increased risk of DUD in age-adjusted analysis (hazard ratio [HR] 1.77, 95% CI 1.49-2.09). Almost identical HR (1.71, 95% CI 1.45-2.03) was estimated after adjustment for sociodemographic characteristics, and it slightly attenuated when coexisting conditions were additionally accounted for (1.47, 95% CI 1.24-1.74). Fully adjusted HRs were 1.49 (1.21-1.85) for RA, 2.00 (1.38-2.90) for AS, and 1.58 (1.16-2.16) for PsA. More stringent definitions of CIRD didn't alter our findings. CIRD was associated with an increased risk of DUD independent of sociodemographic factors and coexisting conditions. Key Points • A register-based cohort study including 649,891 individuals aged≥30 residing in the Skåne region, Sweden, was conducted. • Chronic inflammatory rheumatic diseases were associated with higher risks of drug use disorder independent of sociodemographic factors and coexisting conditions.
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Affiliation(s)
- Ali Kiadaliri
- Clinical Epidemiology Unit, Department of Clinical Sciences Lund, Orthopedics, Lund University, Lund, Sweden.
- Clinical Epidemiology Unit, Skåne University Hospital, Remissgatan 4, SE-221 85, Lund, Sweden.
| | - Andrea Dell'Isola
- Clinical Epidemiology Unit, Department of Clinical Sciences Lund, Orthopedics, Lund University, Lund, Sweden
| | - Martin Englund
- Clinical Epidemiology Unit, Department of Clinical Sciences Lund, Orthopedics, Lund University, Lund, Sweden
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Abstract
PURPOSE OF REVIEW Individuals with rheumatoid arthritis (RA) have traditionally been characterized as having nociceptive pain, leading to the assumption that effective immunosuppression should be enough to provide effective pain management. However, despite therapeutic advancements providing excellent control of inflammation, patients continue to have significant pain and fatigue. The presence of concurrent fibromyalgia, driven by augmented central nervous system processing and largely unresponsive to peripheral therapies, may contribute to this pain persistence. This review provides updates on fibromyalgia and RA as relevant for the clinician. RECENT FINDINGS Patients with RA have high levels of concomitant fibromyalgia and nociplastic pain. The presence of fibromyalgia can lead to higher scores on disease measures, erroneously indicating that worse disease is presently leading to the increased use of immunosuppressives and opioids. Disease scores that provide a comparison between patient-reported and provider-reported and clinical factors may be helpful to indicate centralized pain. IL-6 and Janus kinase inhibitors, in addition to targeting peripheral inflammation, may provide pain relief by acting on peripheral and central pain pathways. SUMMARY Central pain mechanisms that may be contributing to pain in RA are common and should be distinguished from pain directly arising from peripheral inflammation.
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Affiliation(s)
- Deeba Minhas
- Department of Internal Medicine, Division of Rheumatology, University of Michigan, Ann Arbor, Michigan, USA
| | - Anne Murphy
- Department of Internal Medicine, Division of Rheumatology, University of Michigan, Ann Arbor, Michigan, USA
| | - Daniel J. Clauw
- Departments of Anesthesiology, Medicine, and Psychiatry, Chronic Pain and Fatigue Research Center, University of Michigan, Ann Arbor, Michigan, USA
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