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Neelapala YR, Neogi T, Hanna S, Frey-Law LA, Macedo LG, Kobsar D, Lewis CE, Nevitt M, Carlesso L. Latent transition analysis of pain phenotypes in people at risk of knee osteoarthritis: The MOST cohort study. Osteoarthritis Cartilage 2025; 33:616-624. [PMID: 40057018 PMCID: PMC12034473 DOI: 10.1016/j.joca.2025.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 01/21/2025] [Accepted: 01/22/2025] [Indexed: 03/21/2025]
Abstract
OBJECTIVE Pain phenotypes (PP) have been identified across different stages of knee osteoarthritis (KOA) and understanding the stability of PPs prior to the development of symptomatic KOA can help to inform preventative strategies. We aimed to identify PPs and their transitions in people without radiographic KOA and profile participant characteristics. DESIGN Data from 5 - (T1), 7- (T2) and 12-year (T3) visits from the Multicenter Osteoarthritis Study (MOST) were used. Individuals with Kellgren-Lawrence grade 0 and knee pain ≤30/100 at T1 were sampled. PP variables included pressure pain thresholds, temporal summation (with method changed at T3), depressive symptoms, pain catastrophizing, sleep quality, and widespread pain. Latent Transition Analysis using Bayesian Information Criteria informed class numbers and transitions. Unconstrained, constrained, and modified constrained models (conditional response probabilities fixed for indicator variables except for TS) were compared for fit. Participant characteristics were used to profile class membership. RESULTS 348 individuals (59% females), mean age (SD): 59.3 (6.7) were included. The optimal model fit for data across T1-T3 was a "modified" constrained model with 3 classes (class 1: low pain burden, class 2: high pain sensitization, class 3: high psychological burden). Classes were similar over time except for the increased probability of TS at T3. Most (86%) participants remained in the same class; only 14% transitioned overtime. CONCLUSION Distinct PPs were identified in those at risk of KOA that remained stable over time, suggesting these trait-like features may require consideration for comprehensive management of the symptom experience.
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Affiliation(s)
| | - Tuhina Neogi
- Section of Rheumatology, Department of Medicine, Chobanian & Avedisian Boston University School of Medicine, Boston, MA, United States.
| | - Steven Hanna
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, Canada.
| | - Laura A Frey-Law
- Department of Physical therapy and Rehabilitation Science, University of Iowa, Iowa City, IA, United States.
| | - Luciana G Macedo
- School of Rehabilitation Science, McMaster University, Hamilton, ON, Canada.
| | - Dylan Kobsar
- Department of Kinesiology, McMaster University, Hamilton, ON, Canada.
| | - Cora E Lewis
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL, United States.
| | - Michael Nevitt
- Department of Epidemiology & Biostatics, University of California at San Francisco, San Francisco, CA, United States.
| | - Lisa Carlesso
- School of Rehabilitation Science, McMaster University, Hamilton, ON, Canada.
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2
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Chang JR, Kwan RLC, Sun ER, Li SX, Liang P, Liu JQJ, Zheng DKY, Zhou Z, Huang FF, Samartzis D, Fu SN, Wong AYL. Differential pain perception among females with or without nonspecific chronic low back pain and comorbid insomnia: a quantitative sensory testing analysis. Pain 2025:00006396-990000000-00863. [PMID: 40112193 DOI: 10.1097/j.pain.0000000000003591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 12/12/2024] [Indexed: 03/22/2025]
Abstract
ABSTRACT Sleep disturbance is a prevalent condition in individuals with chronic low back pain (CLBP). Despite a strong association between the 2 conditions, the potential mechanisms underlying the role of sleep disturbance in CLBP remain unclear. This case-control study aimed to examine pain perception among females with or without nonspecific CLBP and comorbid insomnia. One hundred females were recruited (mean age: 34.3 ± 11.4 years), with 25 individuals with concomitant CLBP and insomnia (CLBP+I), 25 with CLBP (CLBP+), 25 with insomnia (Insomnia+), and 25 healthy controls. All participants completed self-report questionnaires and quantitative sensory testing (QST). Our study found that CLBP+I exhibited lower mechanical pain and pressure pain thresholds (PPT) in both painful and nonpainful areas and impaired conditioned pain modulation (CPM) as compared to healthy controls. Similar findings were found in PPT at the back and CPM when compared to CLBP+. However, no significant differences were noted in thermal pain thresholds and temporal summation of pain across the 4 groups. Furthermore, CLBP+I and Insomnia+ displayed higher levels of functional disability, maladaptive beliefs, and negative mood than CLBP+ or healthy controls. There were significant increases in pain sensitivity to pressure stimuli, decreases in descending pain inhibitory effects, and higher levels of maladaptive psychological status in CLBP+I compared to CLBP+. These findings underscore the importance of incorporating sleep assessments as a routine practice in treating CLBP cases. Future studies are warranted to validate our findings in males, establish the diagnostic and prognostic value of QST, and probe the neurophysiological mechanisms in comorbid conditions.
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Affiliation(s)
- Jeremy R Chang
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Rachel L C Kwan
- School of Medical and Health Sciences, Tung Wah College, Hong Kong SAR, China
| | - Eliza R Sun
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Shirley X Li
- Department of Psychology, Sleep Research Clinic and Laboratory, The University of Hong Kong, Hong Kong SAR, China
- The State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong, Hong Kong SAR, China
| | - Ping Liang
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Jae Q J Liu
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Daniel K Y Zheng
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Zhixing Zhou
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Frank F Huang
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Dino Samartzis
- Department of Orthopedic Surgery, Rush University Medical Centre, Chicago, IL, United States
| | - Siu Ngor Fu
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
| | - Arnold Y L Wong
- Department of Rehabilitation Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China
- Research Institute for Smart Ageing, The Hong Kong Polytechnic University, Hong Kong SAR, China
- Research Institute for Sports Science and Technology, The Hong Kong Polytechnic University, Hong Kong SAR, China
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3
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Gijon-Nogueron G, Balint P, Batalov A, Ostojic P, Sollmann N, van Middelkoop M, Agricola R, Naili JE, Milovanovic D, Popova S, Kazakova M, Nuernberger S, Aulin C, Karalilova R, Henrotin Y. Terminologies and definitions used to classify patients with osteoarthritis: a scoping review. BMC Rheumatol 2025; 9:32. [PMID: 40087790 PMCID: PMC11908012 DOI: 10.1186/s41927-025-00482-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2024] [Accepted: 03/10/2025] [Indexed: 03/17/2025] Open
Abstract
OBJECTIVES Osteoarthritis (OA), a prevalent and disabling condition, significantly burdens individuals and healthcare systems worldwide. It is characterized by joint pain, stiffness, and structural changes in cartilage, bone, and synovium. The clinical manifestations of OA vary widely, reflecting complex interactions among genetic, metabolic, biomechanical, and environmental factors. Despite progress in identifying OA clinical phenotypes, inconsistent terminology, including "phenotypes," "subtypes," and "subgroups," hinders effective communication and research translation. This review aims to synthesize existing literature on clinical OA phenotypes, terminology, and definitions and propose a research agenda. METHOD This scoping review followed PRISMA-ScR guidelines, focusing on publications from 2010 to 2023 investigating clinical phenotypes in adult OA patients. Searches were conducted in MEDLINE, SCOPUS, and EBSCOhost using combinations of terms related to clinical phenotypes in OA. Studies were screened, duplicates removed, and relevant data were charted and analyzed by two independent reviewers. RESULTS From 196 identified studies, 50 were included in the final analysis. Eight clinical phenotypes were categorized, including inflammatory, biomechanical, metabolic, and pain-sensitization. minimal joint disease, psychologically driven, menopause, severe radiographic. Most studies focused on knee OA, with limited exploration of hand, midfoot, and hip OA. Phenotype-based management strategies demonstrated potential for improving treatment outcomes and guiding research. CONCLUSION Standardizing terminology and leveraging phenotype-based frameworks hold promise for advancing personalized OA care and research. Future efforts should focus on validating criteria, developing accessible diagnostic tools, and addressing understudied OA phenotypes. This work highlights the value of tailoring interventions to specific OA phenotypes for improved patient outcomes. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
| | - Peter Balint
- Musculoskeletal Radiology Group, Semmelweis University, Budapest, Hungary
| | - Anastas Batalov
- Faculty of Medicine, Clinic of Rheumatology, Medical University of Plovdiv, University Hospital "Kaspela", Plovdiv, Bulgaria
| | - Predrag Ostojic
- Institute of Rheumatology, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Nico Sollmann
- Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany
- Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
- TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | - Marienke van Middelkoop
- Department of General Practice, Erasmus MC Medical University Center Rotterdam, Rotterdam, The Netherlands
| | | | - Josefine E Naili
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden
- Motion Analysis Lab, Karolinska University Hospital, Stockholm, Sweden
| | - Darko Milovanovic
- Faculty of Medicine, Clinic for Orthopaedic Surgery and Traumatology, University of Belgrade, University Clinical Centre of Serbia, Belgrade, 11000, Serbia
| | | | - Maria Kazakova
- Department of Medical Biology, Research Institute, Medical University-Plovdiv, Plovdiv, Bulgaria
| | - Sylvia Nuernberger
- Department of Trauma Surgery, General Hospital, Medical University of Vienna, Vienna, Austria
- Austrian Cluster for Tissue Regeneration, Vienna, Austria
| | - Cecilia Aulin
- Department of Medicine Solna, Division of Rheumatology, Centre for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, Stockholm, Sweden
| | - Rositsa Karalilova
- Faculty of Medicine, Clinic of Rheumatology, Medical University of Plovdiv, University Hospital "Kaspela", Plovdiv, Bulgaria
| | - Yves Henrotin
- Musculoskeletal Innovative Research Lab (mskil), University of Liège, Liège, Belgium
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Zhang D, Deveza LA, Tan BY, Dear B, Hunter DJ. Antidepressants to Manage Osteoarthritic Pain: The Value of Pain Phenotyping. Drugs Aging 2025; 42:183-193. [PMID: 39976814 PMCID: PMC11880052 DOI: 10.1007/s40266-025-01182-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/14/2025] [Indexed: 03/05/2025]
Abstract
Osteoarthritis (OA) is a chronic condition in which pain significantly affects quality of life, often leading to reduced physical activity and disability. Globally, an estimated 595 million people are affected, with the numbers likely to increase owing to an aging population and rising obesity rates. Effective pain management is crucial, yet current treatments, such as nonsteroidal anti-inflammatory drugs (NSAIDs) and opioids, often provide limited relief and come with risks. One reason for this limited success is the insufficient recognition of the importance of psychosocial factors and heterogeneity of patients with OA (such as anxiety and depression), which can exacerbate pain and its impacts. The variability in patient pain experiences highlights the potential value of pain phenotyping, which involves a comprehensive assessment of pain characteristics to tailor treatments to individual needs. Antidepressants, particularly serotonin-norepinephrine reuptake inhibitors (SNRIs), show promise in alleviating both psychological symptoms and OA-related pain, but their effectiveness varies among individuals. Therefore, further research into standardized pain phenotyping methods and their integration into antidepressant treatment is needed to improve efficacy and minimize side effects through more personalized approaches.
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Affiliation(s)
- Di Zhang
- The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, People's Republic of China
- School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, People's Republic of China
| | - Leticia A Deveza
- Sydney Musculoskeletal Health, Kolling Institute of Medical Research, The University of Sydney, 10N Missenden Rd, Camperdown, NSW, 2050, Australia
- Rheumatology Department, Royal North Shore Hospital, St Leonards, Australia
| | - Bryan Yijia Tan
- Department of Orthopaedic Surgery, Woodlands Health, National Healthcare Group, Singapore, Singapore
| | - Blake Dear
- School of Psychological Sciences, Macquarie University, Sydney, Australia
| | - David J Hunter
- Sydney Musculoskeletal Health, Kolling Institute of Medical Research, The University of Sydney, 10N Missenden Rd, Camperdown, NSW, 2050, Australia.
- Rheumatology Department, Royal North Shore Hospital, St Leonards, Australia.
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Cruz-Almeida Y, Montesino-Goicolea S, Valdes-Hernandez P, Huo Z, Staud R, Ebner NC. Understanding Cognition, Oxytocin, and Pain in Elders (UCOPE): protocol for a double-blinded cross-over trial in chronic knee osteoarthritis pain. Trials 2025; 26:44. [PMID: 39920837 PMCID: PMC11806790 DOI: 10.1186/s13063-024-08715-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 12/31/2024] [Indexed: 02/09/2025] Open
Abstract
BACKGROUND Osteoarthritis (OA) is the leading cause of disability among older adults with the knee being the most affected joint. Specifically, there is an urgent need to develop better analgesics for individuals with OA-related pain, since currently used analgesics frequently fail to provide adequate relief or must be discontinued owing to adverse effects. A promising treatment is the neuropeptide oxytocin (OT), which has been shown to play a role in endogenous analgesia with human and animal studies demonstrating anti-nociceptive effects. The primary aims of the study are to examine preliminary analgesic effects of a chronic OT intervention in community-dwelling older individuals with chronic knee osteoarthritis pain. METHODS In this article, we describe the rationale and design of the Understanding Cognition, Oxytocin, and Pain in Elders (UCOPE) study, a double-blinded intervention in which 80 participants over 45 years of age with knee osteoarthritis pain will be recruited to participate in a cross-over trial of 4 weeks of intranasal oxytocin or placebo administration. Primary study outcomes include preliminary changes in pain intensity and interference as well as multi-modal assessment batteries including circulating biomarkers and neuroimaging measures. Self-reported and quantitative outcomes will be assessed at baseline, post-intervention periods, and up to a 6-month follow-up period. DISCUSSION This study will establish preliminary effectiveness of a novel intervention in middle to older aged adults with knee osteoarthritis pain. Achievement of these aims will provide a rich platform for future intervention research targeting improvements in pain and disability among geriatric populations and will serve as a foundation for a fully powered trial to examine treatment efficacy and potential mechanisms of the proposed intervention. TRIAL REGISTRATION ClinicalTrials.gov NCT03878589. Registered on March 18th, 2019.
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Affiliation(s)
- Yenisel Cruz-Almeida
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, USA.
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, USA.
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, USA.
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, USA.
- Claude D. Pepper Older American Independence Center, University of Florida, Gainesville, USA.
| | - Soamy Montesino-Goicolea
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, USA
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, USA
| | - Pedro Valdes-Hernandez
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, USA
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, USA
| | - Roland Staud
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Rheumatology, College of Medicine, University of Florida, Gainesville, USA
| | - Natalie C Ebner
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, USA
- Department of Psychology, College of Liberal Arts and Sciences, University of Florida, Gainesville, USA
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6
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Atanassova DV, Brazil IA, Tomassen CEA, Oosterman JM. Pain sensitivity mediates the relationship between empathy for pain and psychopathic traits. Sci Rep 2025; 15:3729. [PMID: 39880922 PMCID: PMC11779822 DOI: 10.1038/s41598-025-87892-x] [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: 06/16/2024] [Accepted: 01/20/2025] [Indexed: 01/31/2025] Open
Abstract
Psychopathic traits and antisocial behavior show a well-documented relationship with decreased empathic processing. It has been proposed that a reduced own experience of pain leads to perceiving others' pain as less severe, which potentially facilitates exploitative, aggressive behavior towards others. We evaluated the link between psychopathic traits, experimental pain sensitivity and empathy for pain in a community sample (n = 74). Participants rated images depicting painful situations through either a self-centered or other-oriented perspective. Psychopathic traits (Interpersonal, Affective, Lifestyle and Antisocial) were assessed with the Self-Report Psychopathy Scale, and pain threshold (cold, electrical, pressure) and tolerance (cold, electrical) were measured. A Bayesian Structural Equation Modelling approach indicated that self-centered pain estimates and sensitivity to electrical pain predicted judgments of others' pain ('pain empathy'). The superordinate psychopathy factor, encompassing the overlap in underlying features of the construct, was shown to indirectly affect pain empathy through the mediating role of electrical pain sensitivity. These results provide support for the notion that a reduced sensitivity to own pain underlies diminished pain empathy, and may hold important implications for understanding the mechanisms of antisocial behavior in psychopathy.
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Affiliation(s)
- Dimana V Atanassova
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Thomas Van Aquinostraat 4, 6525, Nijmegen, The Netherlands.
| | - Inti A Brazil
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Thomas Van Aquinostraat 4, 6525, Nijmegen, The Netherlands
- Forensic Psychiatric Centre Pompestichting, Nijmegen, The Netherlands
| | - Christiaan E A Tomassen
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Thomas Van Aquinostraat 4, 6525, Nijmegen, The Netherlands
| | - Joukje M Oosterman
- Donders Institute for Brain, Cognition and Behavior, Radboud University, Thomas Van Aquinostraat 4, 6525, Nijmegen, The Netherlands
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7
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Atanassova DV, Madariaga VI, Oosterman JM, Brazil IA. Unpacking the relationship between Big Five personality traits and experimental pain: A systematic review and meta-analysis. Neurosci Biobehav Rev 2024; 163:105786. [PMID: 38955000 DOI: 10.1016/j.neubiorev.2024.105786] [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: 02/09/2024] [Revised: 06/21/2024] [Accepted: 06/23/2024] [Indexed: 07/04/2024]
Abstract
Pain is essential for survival, but individual responses to painful stimuli vary, representing a complex interplay between sensory, cognitive, and affective factors. Individual differences in personality traits and in pain perception covary but it is unclear which traits play the most significant role in understanding the pain experience and whether this depends on pain modality. A systematic search identified 1534 records (CINAHL, MEDLINE, PsycInfo, PubMed and Web of Science), of which 22 were retained and included in a systematic review. Only studies from the pressure pain domain (n=6) could be compared in a formal meta-analysis to evaluate the relationship between Big Five traits and experimental pain. Pressure pain tolerance correlated positively with Extraversion and negatively with Neuroticism with a trivial effect size (<0.1). While these findings suggest personality might be only weakly related to pain in healthy individuals, we emphasize the need to consider standardization, biases, and adequate sample sizes in future research, as well as additional factors that might affect experimental pain sensitivity.
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Affiliation(s)
- D V Atanassova
- Radboud University, Donders Institute for Brain, Cognition and Behavior, Nijmegen, the Netherlands.
| | - V I Madariaga
- Radboud University Medical Center, Department of Dentistry Nijmegen, the Netherlands
| | - J M Oosterman
- Radboud University, Donders Institute for Brain, Cognition and Behavior, Nijmegen, the Netherlands
| | - I A Brazil
- Radboud University, Donders Institute for Brain, Cognition and Behavior, Nijmegen, the Netherlands; Forensic Psychiatric Centre Pompestichting, Nijmegen, the Netherlands
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Johnson AJ, Barron SM, Nichols JA, Cruz-Almeida Y. Association of Muscle Quality and Pain in Adults With Symptomatic Knee Osteoarthritis, Independent of Muscle Strength: Findings From a Cross-Sectional Study. Arthritis Rheumatol 2024; 76:1062-1070. [PMID: 38403452 PMCID: PMC11213672 DOI: 10.1002/art.42834] [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: 11/15/2023] [Revised: 02/05/2024] [Accepted: 02/20/2024] [Indexed: 02/27/2024]
Abstract
OBJECTIVE Knee osteoarthritis (OA) is a leading cause of chronic pain in adults and shows wide interindividual variability, with peripheral and central factors contributing to the pain experience. Periarticular factors, such as muscle quality (eg, echo intensity [EI] and shear wave velocity [SWV]), may contribute to knee OA pain; however, the role of muscle quality in OA symptoms has yet to be fully established. METHODS Twenty-six adults (age >50 years) meeting clinical criteria for knee OA were included in this cross-sectional study. Quantitative ultrasound imaging was used to quantify EI and SWV in the rectus femoris of the index leg. Pearson correlations followed by multiple linear regression was used to determine associations between muscle quality and pain, controlling for strength, age, sex, and body mass index. RESULTS EI and SWV were significantly associated with movement-evoked pain (b = 0.452-0.839, P = 0.024-0.029). Clinical pain intensity was significantly associated with SWV (b = 0.45, P = 0.034), as were pressure pain thresholds at the medial (b = -0.41, P = 0.025) and lateral (b = -0.54, P = 0.009) index knee joint line, adjusting for all covariates. Pain interference was significantly associated with knee extension strength (b = -0.51, P = 0.041). CONCLUSION These preliminary findings suggest that EI and SWV may impact knee OA pain and could serve as malleable treatment targets. Findings also demonstrate that muscle quality is a unique construct, distinct from muscle strength, which may impact pain and treatment outcomes. More research is needed to fully understand the role of muscle quality in knee OA.
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Affiliation(s)
- Alisa J. Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Sarah M. Barron
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
| | - Jennifer A. Nichols
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, University of Florida, Gainesville, FL, USA
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9
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Ye J, Xie D, Li X, Lu N, Zeng C, Lei G, Wei J, Li J. Phenotypes of osteoarthritis-related knee pain and their transition over time: data from the osteoarthritis initiative. BMC Musculoskelet Disord 2024; 25:173. [PMID: 38402384 PMCID: PMC10893610 DOI: 10.1186/s12891-024-07286-4] [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: 08/18/2023] [Accepted: 02/16/2024] [Indexed: 02/26/2024] Open
Abstract
BACKGROUND Identification of knee osteoarthritis (OA) pain phenotypes, their transition patterns, and risk factors for worse phenotypes, may guide prognosis and targeted treatment; however, few studies have described them. We aimed to investigate different pain phenotypes, their transition patterns, and potential risk factors for worse pain phenotypes. METHODS Utilizing data from the Osteoarthritis Initiative (OAI), pain severity was assessed using the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) pain subscale. We identified the activity-related pain phenotypes and estimated the transition probabilities of pain phenotypes from baseline to the 24-month using latent transition analysis. We examined the risk factors at baseline with the 24-month pain phenotypes and the transition of pain phenotypes. RESULTS In 4796 participants, we identified four distinct knee pain phenotypes at both baseline and 24-month follow-up: no pain, mild pain during activity (Mild P-A), mild pain during both rest and activity (Mild P-R-A), and moderate pain during both rest and activity (Mod P-R-A). 82.9% knees with no pain at baseline stayed the same at 24-month follow-up, 17.1% progressed to worse pain phenotypes. Among "Mild P-A" at baseline, 32.0% converted to no-pain, 12.8% progressed to "Mild P-R-A", and 53.2% remained. Approximately 46.1% of "Mild P-R-A" and 54.5% of "Mod P-R-A" at baseline experienced remission by 24-month. Female, non-whites, participants with higher depression score, higher body mass index (BMI), higher Kellgren and Lawrence (KL) grade, and knee injury history were more likely to be in the worse pain phenotypes, while participants aged 65 years or older and with higher education were less likely to be in worse pain phenotypes at 24-month follow-up visit. Risk factors for greater transition probability to worse pain phenotypes at 24-month included being female, non-whites, participants with higher depression score, higher BMI, and higher KL grade. CONCLUSIONS We identified four distinct knee pain phenotypes. While the pain phenotypes remained stable in the majority of knees over 24 months period, substantial proportion of knees switched to different pain phenotypes. Several socio-demographics as well as radiographic lesions at baseline are associated with worse pain phenotypes at 24-month follow-up visit and transition of pain phenotypes.
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Affiliation(s)
- Jing Ye
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
| | - Dongxing Xie
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
| | - Xiaoxiao Li
- Hunan Key Laboratory of Joint Degeneration and Injury, Xiangya Hospital, Central South University, Changsha, China
- Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
| | - Na Lu
- Arthritis Research Canada, Richmond, Canada
| | - Chao Zeng
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Joint Degeneration and Injury, Xiangya Hospital, Central South University, Changsha, China
- Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
- Department of Epidemiology and Health Statistics, Xiangya School of Public Health, Central South University, Changsha, China
| | - Guanghua Lei
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Joint Degeneration and Injury, Xiangya Hospital, Central South University, Changsha, China
- Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China
| | - Jie Wei
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China
- Hunan Key Laboratory of Joint Degeneration and Injury, Xiangya Hospital, Central South University, Changsha, China
- Key Laboratory of Aging-related Bone and Joint Diseases Prevention and Treatment, Ministry of Education, Xiangya Hospital, Central South University, Changsha, China
- Department of Epidemiology and Health Statistics, Xiangya School of Public Health, Central South University, Changsha, China
| | - Jiatian Li
- Department of Orthopaedics, Xiangya Hospital, Central South University, Changsha, China.
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Neelapala YVR, Neogi T, Kumar D, Jarraya M, Macedo L, Kobsar D, Hanna S, Frey-Law LA, Lewis CE, Nevitt M, Appleton T, Birmingham T, Carlesso LC. Exploring different models of pain phenotypes and their association with pain worsening in people with early knee osteoarthritis: The MOST cohort study. Osteoarthritis Cartilage 2024; 32:210-219. [PMID: 37709187 PMCID: PMC10903761 DOI: 10.1016/j.joca.2023.09.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 08/21/2023] [Accepted: 09/07/2023] [Indexed: 09/16/2023]
Abstract
OBJECTIVE To determine i) pain phenotypes (PP) in people with early-stage knee osteoarthritis (EKOA); ii) the longitudinal association between the phenotypes and pain worsening at two years. DESIGN We studied participants with EKOA from the Multicenter Osteoarthritis Study defined as pain intensity ≤3/10, Kellgren and Lawrence grade ≤2, intermittent pain none to sometimes, and no constant pain. Two models of PP were explored. Model A included pressure pain thresholds, temporal summation, conditioned pain modulation, pain catastrophizing, sleep quality, depression, and widespread pain (WSP). In Model B, gait characteristics, quadriceps strength, comorbidities, and magnetic resonance imaging features were added to Model A. Latent Class Analysis was used to create phenotypes, and logistic regression was used to determine their association with pain worsening. RESULTS 750 individuals (60% females), mean age [standard deviation (SD)]: 60.3 (9.4) were included in Model A and 333 individuals (60% females), mean age (SD): 59.4 (8.1) in Model B. 3-class and 4-class solutions were chosen for Model A and Model B. In Model A, the most "severe" phenotype was dominated by psychosocial factors, WSP, and measures of nervous system sensitization. Similarly in Model B, the Model A phenotype plus gait variables, quadriceps strength, and comorbidities were dominant. Surprisingly, none of the phenotypes in either model had a significant relationship with pain worsening. CONCLUSION Phenotypes based upon various factors thought to be important for the pain experience were identified in those with EKOA but were not significantly related to pain worsening. These phenotypes require validation with clinically relevant endpoints.
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Affiliation(s)
| | - Tuhina Neogi
- Department of Medicine, Chobanian & Avedisian Boston University School of Medicine, United States.
| | - Deepak Kumar
- Boston University College of Health & Rehabilitation Sciences, Sargent College, United States.
| | - Mohamed Jarraya
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, United States.
| | - Luciana Macedo
- School of Rehabilitation Science, McMaster University, Hamilton, Canada.
| | - Dylan Kobsar
- Department of Kinesiology, McMaster University, Hamilton, Canada.
| | - Steven Hanna
- Department of Health Research Methods, Faculty of Health Sciences, McMaster University, Hamilton, Canada.
| | - Laura A Frey-Law
- Department of Physical Therapy and Rehabilitation Science, University of Iowa, United States.
| | - Cora E Lewis
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, United States.
| | - Michael Nevitt
- Epidemiology & Biostatistics, University of California San Francisco, United States.
| | - Tom Appleton
- Department of Medicine and Physiology & Pharmacology, Western University, Canada.
| | | | - Lisa C Carlesso
- School of Rehabilitation Science, McMaster University, Hamilton, Canada.
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11
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Cabell GH, Kwon NF, Sutton KF, Lentz TA, Lewis BD, Olson S, Mather RC. Pain-Associated Psychological Distress Is of High Prevalence in Patients With Hip Pain: Characterizing Psychological Distress and Phenotypes. Arthrosc Sports Med Rehabil 2024; 6:100846. [PMID: 38260823 PMCID: PMC10801259 DOI: 10.1016/j.asmr.2023.100846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 11/11/2023] [Indexed: 01/24/2024] Open
Abstract
Purpose To identify common pain-related psychological factors among patients seeking care for athletic hip pain, as well as characterize psychological distress phenotypes and compare hip-specific quality-of-life measures across those phenotypes. Methods A total of 721 patients were recruited from hip preservation clinics. The Optimal Screening for Prediction of Referral and Outcome-Yellow Flag Assessment Tool (OSPRO-YF) was used to identify the presence or absence of 11 different pain-associated psychological distress characteristics (yellow flags), while the International Hip Outcome Tool-12 (iHOT-12) was used to assess hip-related quality of life. Latent class analysis identified patient subgroups (phenotypes) based on naturally occurring combinations of distress characteristics. An analysis of variance was used to compare demographics, number of yellow flags, and iHOT-12 scores across phenotypes. Results The median (interquartile range) number of yellow flags was 6 (3-9), with 13.5% of the sample reporting 11 yellow flags. Latent class analysis (L2 = 543.3, classification errors = 0.082) resulted in 4 phenotypes: high distress (n = 299, 41.5%), low distress (n = 172, 23.9%), low self-efficacy and acceptance (n = 74, 10.3%), and negative pain coping (n = 276, 24.4%). Significant differences in mean yellow flags existed between all phenotypes except low self-efficacy and negative pain coping. There were no differences in demographics between phenotypes. The high distress class had the lowest mean iHOT-12 score (mean [SD], 23.5 [17.6]), with significant differences found between each phenotypic class. Conclusions There was a high prevalence of pain-associated psychological distress in patients presenting to tertiary hip arthroscopy clinics with hip pain. Furthermore, hip quality-of-life outcome scores were uniformly lower in patients with higher levels of psychological distress. Level of Evidence Level III, retrospective cohort study.
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Affiliation(s)
- Grant H. Cabell
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, U.S.A
| | - Nicholas F. Kwon
- Department of Orthopaedic Surgery, Stanford Medicine, Redwood City, California, U.S.A
| | - Kent F. Sutton
- Duke University School of Medicine, Durham, North Carolina, U.S.A
| | - Trevor A. Lentz
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, U.S.A
- Duke Clinical Research Institute, Durham, North Carolina, U.S.A
| | - Brian D. Lewis
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, U.S.A
| | - Steven Olson
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, U.S.A
| | - Richard C. Mather
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, U.S.A
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12
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Larsen JB, Madeleine P, Sørensen LB, Sachau J, Otto JC, Baron R, Arendt-Nielsen L. Subgrouping of facilitatory or inhibitory conditioned pain modulation responses in patients with chronic knee pain. Explorative analysis from a multicentre trial. Eur J Pain 2024; 28:335-351. [PMID: 37746845 DOI: 10.1002/ejp.2185] [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: 10/20/2022] [Revised: 07/07/2023] [Accepted: 09/08/2023] [Indexed: 09/26/2023]
Abstract
BACKGROUND Facilitatory and inhibitory conditioned pain modulation (CPM) responses are observed in healthy volunteers and chronic pain patients, but the clinical implications for phenotyping are unknown. This study aimed to subgroup and compare chronic knee pain patients according to their CPM responses. METHODS This explorative, cross-sectional study included 127 patients with chronic knee pain (osteoarthritis or following total knee arthroplasty). Individual CPM responses were categorized as facilitatory (test stimuli pain intensity increased when conditioning stimuli were applied), as inhibitory (test stimuli pain intensity decreased) or as no change (defined as less than 5.3% change in pain intensity). Outcomes were clinical pain intensities, temporal summation, widespread pain, self-reported physical function, PainDETECT questionnaire and Pain Quality Assessment Scale. Data were analysed as comparisons between the inhibitory and the facilitatory groups and using multivariate linear regression models. RESULTS Fifty-four patients had facilitatory CPM responses, 49 had inhibitory CPM responses, and 24 showed no change in CPM response. A between-group difference was observed for self-reported physical function, with the facilitatory CPM group reporting better function (54.4 vs. 46.0, p = 0.028) and the facilitatory CPM group reported more deep pain sensations (3.2 vs. 2.0, p = 0.021). The remaining outcomes showed no between-group differences. Higher clinical pain intensity and facilitated temporal summation were associated in the facilitated CPM group but not in the inhibitory CPM group. CONCLUSION These explorative findings indicated that quantitative clinical and experimental differences exist between facilitatory or inhibitory CPM responses in a chronic knee pain patient population. Differences in patients' CPM responses should be further investigated to unravel possible clinical importance. SIGNIFICANCE Our findings confirm that conditioned pain modulation consist of inhibitory and facilitatory responders among a patient population with chronic knee pain. This explorative study indicates that patients with either facilitatory or inhibitory conditioned pain modulation could exhibit differences in pain outcomes. Subgrouping of chronic pain patients depending on individual conditioned pain modulation responses could be considered in phenotyping patients prior to inclusion in clinical trials or used for personalizing the management regime.
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Affiliation(s)
- J B Larsen
- Musculoskeltal Health and Implementation, Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - P Madeleine
- Sport Sciences - Performance and Technology, Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - L B Sørensen
- Musculoskeltal Health and Implementation, Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - J Sachau
- Division of Neurological Pain Research and Therapy, Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - J C Otto
- Ameos Clinic Eutin, Eutin, Germany
| | - R Baron
- Division of Neurological Pain Research and Therapy, Department of Neurology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - L Arendt-Nielsen
- Center for Neuroplasticity and Pain, Department of Health Science and Technology, School of Medicine, Aalborg University, Aalborg, Denmark
- Department of Gastroenterology and Hepatology, Mech-Sense, Aalborg University Hospital, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Clinical Institute, Aalborg University Hospital, Aalborg, Denmark
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13
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Mani R, Adhia DB, Awatere S, Gray AR, Mathew J, Wilson LC, Still A, Jackson D, Hudson B, Zeidan F, Fillingim R, De Ridder D. Self-regulation training for people with knee osteoarthritis: a protocol for a feasibility randomised control trial (MiNT trial). FRONTIERS IN PAIN RESEARCH 2024; 4:1271839. [PMID: 38269396 PMCID: PMC10806808 DOI: 10.3389/fpain.2023.1271839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 12/07/2023] [Indexed: 01/26/2024] Open
Abstract
Introduction Knee osteoarthritis (OA) is a chronic secondary musculoskeletal pain condition resulting in disability, reduced quality of life, and high societal costs. Pain associated with knee OA is linked to increased sensitivity in sensory, cognitive, and emotional areas of the brain. Self-regulation training targeting brain functioning related to pain experience could reduce pain and its associated disability. Self-regulatory treatments such as mindfulness meditation (MM) and electroencephalography neurofeedback (EEG-NF) training improve clinical outcomes in people with knee OA. A feasibility clinical trial can address factors that could inform the design of the full trial investigating the effectiveness of self-regulation training programmes in people with knee OA. This clinical trial will evaluate the feasibility, safety, acceptability, experience and perceptions of the self-regulatory training programmes. Methods The proposed feasibility trial is based on a double-blind (outcome assessor and investigators), three-arm (MM usual care, EEG-NF + usual care and usual care control group) randomised controlled parallel clinical trial. Participants with knee OA will be recruited from the community and healthcare practices. A research assistant (RA) will administer both interventions (20-min sessions, four sessions each week, and 12 sessions over three successive weeks). Feasibility measures (participant recruitment rate, adherence to interventions, retention rate), safety, and acceptability of interventions will be recorded. An RA blinded to the group allocation will record secondary outcomes at baseline, immediately post-intervention (4th week), and 3 months post-intervention. The quantitative outcome measures will be descriptively summarised. The qualitative interviews will evaluate the participants' experiences and perceptions regarding various aspects of the trial, which includes identifying the barriers and facilitators in participating in the trial, evaluating their opinions on the research procedures, such as their preferences for the study site, and determining the level of acceptability of the interventions as potential clinical treatments for managing knee OA. Māori participant perceptions of how assessment and training practices could be acceptable to a Māori worldview will be explored. The interviews will be audio-recorded and analysed thematically. Discussion This trial will provide evidence on the feasibility, safety, and acceptability of the MM and EEG-NF training in people with knee OA, thus informing the design of a full randomised clinical control trial.
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Affiliation(s)
- Ramakrishnan Mani
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Divya Bharatkumar Adhia
- Department of Surgical Sciences, Otago Medical School, University of Otago, Dunedin, New Zealand
| | - Sharon Awatere
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
- The Health Boutique, Napier, New Zealand
| | | | - Jerin Mathew
- Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
| | | | - Amanda Still
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - David Jackson
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Ben Hudson
- Department of General Practice, University of Otago, Christchurch, New Zealand
| | - Fadel Zeidan
- Department of Anesthesiology, School of Medicine, University of California, San Diego, CA, United States
| | - Roger Fillingim
- Pain Research and Intervention Center of Excellence, Clinical and Translational Science Institute, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Dirk De Ridder
- Department of Surgical Sciences, Otago Medical School, University of Otago, Dunedin, New Zealand
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14
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Ordonez Diaz T, Fillingim RB, Cruz-Almeida Y, Nichols JA. A Secondary Analysis: Comparison of Experimental Pain and Psychological Impact in Individuals with Carpometacarpal and Knee Osteoarthritis. J Pain Res 2023; 16:4139-4149. [PMID: 38078018 PMCID: PMC10705720 DOI: 10.2147/jpr.s421689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 10/24/2023] [Indexed: 02/12/2024] Open
Abstract
Purpose Evaluate sensory and psychological differences in individuals with thumb carpometacarpal (CMC) and/or knee osteoarthritis (OA) pain. This secondary analysis focuses on comparing the effects of OA at large and small joints in community-dwelling adults. Patients and Methods A total of 434 individuals were recruited from communities in Gainesville, FL and Birmingham, AL. Each participant completed health and clinical history questionnaires, quantitative sensory testing, and physical functional tests. Participants were divided into four groups based on their pain ("CMC pain" (n = 33), "knee pain" (n = 71), "CMC + knee pain" (n = 81), and "pain-free" controls (n = 60)). ANCOVAs were performed to identify significant differences in experimental pain and psychological variables across groups. Results The "CMC + knee pain" group had lower pressure pain thresholds (lateral knee site, p < 0.01) and higher temporal summation of mechanical pain (knee, p < 0.01) when compared to "CMC pain" and "pain-free" groups. The "knee pain" group had lower heat pain tolerance at the forearm site (p = 0.02) and higher mechanical pain (p < 0.01) at both tested sites in comparison to the "CMC pain" group. Lastly, the "CMC + knee pain" group had the highest self-reported pain (p < 0.01) and disability (p < 0.01) compared to all other groups. Conclusion Results suggest knee OA compounded with CMC OA increases disease impact and decreases emotional health compared to OA at either the CMC or knee joint alone. Results also support a relationship between the number of painful joints and enhanced widespread pain sensitivity. Measuring pain at sites other than the primary OA location is important and could contribute to more holistic treatment and prevention of OA progression.
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Affiliation(s)
- Tamara Ordonez Diaz
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Jennifer A Nichols
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Orthopaedics & Sports Medicine, University of Florida, Gainesville, FL, USA
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15
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Valdes-Hernandez PA, Nodarse CL, Johnson AJ, Montesino-Goicolea S, Bashyam V, Davatzikos C, Peraza JA, Cole JH, Huo Z, Fillingim RB, Cruz-Almeida Y. Brain-predicted age difference estimated using DeepBrainNet is significantly associated with pain and function-a multi-institutional and multiscanner study. Pain 2023; 164:2822-2838. [PMID: 37490099 PMCID: PMC10805955 DOI: 10.1097/j.pain.0000000000002984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 05/31/2023] [Indexed: 07/26/2023]
Abstract
ABSTRACT Brain age predicted differences (brain-PAD: predicted brain age minus chronological age) have been reported to be significantly larger for individuals with chronic pain compared with those without. However, a debate remains after one article showed no significant differences. Using Gaussian Process Regression, an article provides evidence that these negative results might owe to the use of mixed samples by reporting a differential effect of chronic pain on brain-PAD across pain types. However, some remaining methodological issues regarding training sample size and sex-specific effects should be tackled before settling this controversy. Here, we explored differences in brain-PAD between musculoskeletal pain types and controls using a novel convolutional neural network for predicting brain-PADs, ie, DeepBrainNet. Based on a very large, multi-institutional, and heterogeneous training sample and requiring less magnetic resonance imaging preprocessing than other methods for brain age prediction, DeepBrainNet offers robust and reproducible brain-PADs, possibly highly sensitive to neuropathology. Controlling for scanner-related variability, we used a large sample (n = 660) with different scanners, ages (19-83 years), and musculoskeletal pain types (chronic low back [CBP] and osteoarthritis [OA] pain). Irrespective of sex, brain-PAD of OA pain participants was ∼3 to 4.7 years higher than that of CBP and controls, whereas brain-PAD did not significantly differ among controls and CBP. Moreover, brain-PAD was significantly related to multiple variables underlying the multidimensional pain experience. This comprehensive work adds evidence of pain type-specific effects of chronic pain on brain age. This could help in the clarification of the debate around possible relationships between brain aging mechanisms and pain.
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Affiliation(s)
- Pedro A. Valdes-Hernandez
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Chavier Laffitte Nodarse
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Alisa J. Johnson
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
| | - Soamy Montesino-Goicolea
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Vishnu Bashyam
- AI2D Center for AI and Data Science for Integrated Diagnostics; and Center for Biomedical Image Computing & Analytics, Perelman School of Medicine, University of Pennsylvania, USA
- Artificial Intelligence in Biomedical Imaging Lab (AIBIL), Department of Radiology, Perelman School of Medicine, University of Pennsylvania, USA
| | - Christos Davatzikos
- AI2D Center for AI and Data Science for Integrated Diagnostics; and Center for Biomedical Image Computing & Analytics, Perelman School of Medicine, University of Pennsylvania, USA
| | - Julio A. Peraza
- Department of Physics, Florida International University, USA
| | - James H. Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, UK
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, UK
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health and Health Professions and College of Medicine, University of Florida, USA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
| | - Yenisel Cruz-Almeida
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
- Department of Neuroscience, College of Medicine, University of Florida, USA
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16
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Roemer FW, Jarraya M, Collins JE, Kwoh CK, Hayashi D, Hunter DJ, Guermazi A. Structural phenotypes of knee osteoarthritis: potential clinical and research relevance. Skeletal Radiol 2023; 52:2021-2030. [PMID: 36161341 PMCID: PMC10509066 DOI: 10.1007/s00256-022-04191-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/19/2022] [Accepted: 09/19/2022] [Indexed: 02/02/2023]
Abstract
A joint contains many different tissues that can exhibit pathological changes, providing many potential targets for treatment. Researchers are increasingly suggesting that osteoarthritis (OA) comprises several phenotypes or subpopulations. Consequently, a treatment for OA that targets only one pathophysiologic abnormality is unlikely to be similarly efficacious in preventing or delaying the progression of all the different phenotypes of structural OA. Five structural phenotypes have been proposed, namely the inflammatory, meniscus-cartilage, subchondral bone, and atrophic and hypertrophic phenotypes. The inflammatory phenotype is characterized by marked synovitis and/or joint effusion, while the meniscus-cartilage phenotype exhibits severe meniscal and cartilage damage. Large bone marrow lesions characterize the subchondral bone phenotype. The hypertrophic and atrophic OA phenotype are defined based on the presence large osteophytes or absence of any osteophytes, respectively, in the presence of concomitant cartilage damage. Limitations of the concept of structural phenotyping are that they are not mutually exclusive and that more than one phenotype may be present. It must be acknowledged that a wide range of views exist on how best to operationalize the concept of structural OA phenotypes and that the concept of structural phenotypic characterization is still in its infancy. Structural phenotypic stratification, however, may result in more targeted trial populations with successful outcomes and practitioners need to be aware of the heterogeneity of the disease to personalize their treatment recommendations for an individual patient. Radiologists should be able to define a joint at risk for progression based on the predominant phenotype present at different disease stages.
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Affiliation(s)
- Frank W Roemer
- Quantitative Imaging Center, Department of Radiology, Boston University School of Medicine, 820 Harrison Avenue, FGH Building, 4th floor, Boston, MA, 02118, USA.
- Department of Radiology, Universitätsklinikum Erlangen and Friedrich-Alexander University Erlangen-Nürnberg (FAU), Maximiliansplatz 3, 91054, Erlangen, Germany.
| | - Mohamed Jarraya
- Department of Radiology, Massachusetts General Hospital, Harvard University, 55 Fruit St, Boston, MA, 02114, USA
| | - Jamie E Collins
- Orthopaedics and Arthritis Center of Outcomes Research, Brigham and Women's Hospital, Harvard Medical, School, 75 Francis Street, BTM Suite 5016, Boston, MA, 02115, USA
| | - C Kent Kwoh
- University of Arizona Arthritis Center, The University of Arizona College of Medicine, 1501 N. Campbell Avenue, Suite, Tucson, AZ, 8303, USA
| | - Daichi Hayashi
- Department of Radiology, Stony Brook University Renaissance School of Medicine, State University of New York, 101 Nicolls Rd, HSc Level 4, Room 120, Stony Brook, NY, 11794-8460, USA
| | - David J Hunter
- Department of Rheumatology, Royal North Shore Hospital and Institute of Bone and Joint Research, Kolling Institute, University of Sydney, Reserve Rd, St. Leonards, 2065, NSW, Australia
| | - Ali Guermazi
- Quantitative Imaging Center, Department of Radiology, Boston University School of Medicine, 820 Harrison Avenue, FGH Building, 4th floor, Boston, MA, 02118, USA
- Department of Radiology, VA Boston Healthcare System, 1400 VFW Parkway, Suite 1B105, West Roxbury, MA, 02132, USA
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17
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Montesino-Goicolea S, Valdes-Hernandez P, Laffitte Nodarse C, Johnson AJ, Cole JH, Antoine LH, Goodin BR, Fillingim RB, Cruz-Almeida Y. Brain-predicted age difference mediates the association between PROMIS sleep impairment, and self-reported pain measure in persons with knee pain. AGING BRAIN 2023; 4:100088. [PMID: 37519450 PMCID: PMC10382912 DOI: 10.1016/j.nbas.2023.100088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 07/11/2023] [Accepted: 07/12/2023] [Indexed: 08/01/2023] Open
Abstract
Knee pain, the most common cause of musculoskeletal pain (MSK), constitutes a severe public health burden. Its neurobiological causes, however, remain poorly understood. Among many possible causes, it has been proposed that sleep problems could lead to an increase in chronic pain symptomatology, which may be driven by central nervous system changes. In fact, we previously found that brain cortical thickness mediated the relationship between sleep qualities and pain severity in older adults with MSK. We also demonstrated a significant difference in a machine-learning-derived brain-aging biomarker between participants with low-and high-impact knee pain. Considering this, we examined whether brain aging was associated with self-reported sleep and pain measures, and whether brain aging mediated the relationship between sleep problems and knee pain. Exploratory Spearman and Pearson partial correlations, controlling for age, sex, race and study site, showed a significant association of brain aging with sleep related impairment and self-reported pain measures. Moreover, mediation analysis showed that brain aging significantly mediated the effect of sleep related impairment on clinical pain and physical symptoms. Our findings extend our prior work demonstrating advanced brain aging among individuals with chronic pain and the mediating role of brain-aging on the association between sleep and pain severity. Future longitudinal studies are needed to further understand whether the brain can be a therapeutic target to reverse the possible effect of sleep problems on chronic pain.
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Affiliation(s)
- Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Pedro Valdes-Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Alisa J. Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - James H. Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, UK
- Dementia Research Centre, Institute of Neurology, University College London, UK
| | - Lisa H. Antoine
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, United States
| | - Burel R. Goodin
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, United States
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, United States
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Perrot S, Trouvin AP, Bouhassira D. Three dimensions of pain in osteoarthritis: development and validation of the Osteoarthritis Symptom Inventory Scale. Pain 2023; 164:1566-1577. [PMID: 36602324 PMCID: PMC10281021 DOI: 10.1097/j.pain.0000000000002856] [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: 04/20/2022] [Revised: 11/16/2022] [Accepted: 12/09/2022] [Indexed: 01/06/2023]
Abstract
ABSTRACT We describe here the development and validation of the Osteoarthritis Symptom Inventory Scale (OASIS), a new self-administered questionnaire specifically designed to evaluate the various osteoarthritis (OA) pain symptoms with different dimensions related to OA pain mechanisms. The initial development phase and qualitative study generated a list of 17 descriptors reflecting OA pain and other associated symptoms, leading to the first version of the questionnaire (OASIS17). Each item was quantified on a 0 to 10 Numerical Scale. Validation was performed using 123 consecutive patients with OA pain recruited at 28 centers in France, mainly general practitioner offices. Validation involved (1) determining the questionnaire's factorial structure through exploratory and confirmatory analyses, (2) analyzing convergent and divergent validities (ie, construct validity), (3) assessing each item's test-retest reliability, and (4) evaluating OASIS ability to detect treatment effects (ie, sensitivity to change). The final OASIS version includes 9 items discriminating and quantifying 3 distinct, clinically relevant OA pain dimensions sensitive to treatment. OASIS9 psychometric properties suggest that it could improve the characterization of OA pain profiles for 3 clinically relevant domains: localized, neuropathic-like, and deep pain. The OASIS9 questionnaire could be used to phenotype OA pain patients and identify responders to various therapeutic interventions as a function of OA pain dimensions.
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Affiliation(s)
- Serge Perrot
- Centre d'Evaluation et de Traitement de la Douleur, Hôpital Cochin, Université Paris Cité, INSERM U987, Paris, France
- Inserm U987, UVSQ-Paris-Saclay University, Ambroise Pare hospital, 92100 Boulogne-Billancourt, France
| | - Anne-Priscille Trouvin
- Centre d'Evaluation et de Traitement de la Douleur, Hôpital Cochin, Université Paris Cité, INSERM U987, Paris, France
- Inserm U987, UVSQ-Paris-Saclay University, Ambroise Pare hospital, 92100 Boulogne-Billancourt, France
| | - Didier Bouhassira
- Inserm U987, UVSQ-Paris-Saclay University, Ambroise Pare hospital, 92100 Boulogne-Billancourt, France
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Corrigan P, Neogi T, Frey-Law L, Jafarzadeh SR, Segal N, Nevitt MC, Lewis CE, Stefanik JJ. Relation of pain sensitization to self-reported and performance-based measures of physical functioning: the Multicenter Osteoarthritis (MOST) study. Osteoarthritis Cartilage 2023; 31:966-975. [PMID: 37003421 PMCID: PMC10330303 DOI: 10.1016/j.joca.2023.03.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 02/27/2023] [Accepted: 03/01/2023] [Indexed: 04/03/2023]
Abstract
OBJECTIVE It is unclear if alterations in nociceptive signaling contribute to poor physical functioning in persons with knee osteoarthritis (OA). We aimed to characterize the relation of pain sensitization to physical functioning in persons with or at risk for knee OA, and determine if knee pain severity mediates these relationships. MATERIALS AND METHODS We used cross-sectional data from the Multicenter Osteoarthritis Study, a cohort study of persons with or at risk for knee OA. Pressure pain thresholds (PPTs) and temporal summation (TS) were assessed with quantitative sensory testing. Self-reported function was quantified with the Western Ontario and McMaster Universities Arthritis Index function subscale (WOMAC-F). Walking speed was determined during a 20-m walk. Knee extension strength was assessed with dynamometry. Relations of PPTs and TS to functional outcomes were examined with linear regression. The mediating role of knee pain severity was assessed with mediation analyses. RESULTS Among 1560 participants (60.5% female, mean age (SD) 67 (8), body mass index (BMI) 30.2 (5.5) kg/m2), lower PPTs and the presence of TS were associated with worse WOMAC-F scores, slower walking speeds, and weaker knee extension. The extent of mediation by knee pain severity was mixed, with the greatest mediation observed for self-report function and only minimally for performance-based function. CONCLUSIONS Heightened pain sensitivity appears to be meaningfully associated with weaker knee extension in individuals with or at risk for knee OA. Relations to self-reported physical function and walking speed do not seem clinically meaningful. Knee pain severity differentially mediated these relationships.
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Affiliation(s)
- P Corrigan
- Department of Physical Therapy, Movement and Rehabilitation Sciences, Northeastern University, Boston, MA, USA; Department of Physical Therapy and Athletic Training, Saint Louis University, St. Louis, MO, USA.
| | - T Neogi
- Section of Rheumatology, Boston University School of Medicine, Boston, MA, USA.
| | - L Frey-Law
- Department of Physical Therapy and Rehabilitation Science, University of Iowa, Iowa City, IA, USA.
| | - S R Jafarzadeh
- Section of Rheumatology, Boston University School of Medicine, Boston, MA, USA.
| | - N Segal
- Department of Rehabilitation Medicine, University of Kansas Medical Center, Kansas City, KS, USA.
| | - M C Nevitt
- Department of Epidemiology and Biostatistics, University of California - San Francisco, San Francisco, CA, USA.
| | - C E Lewis
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA.
| | - J J Stefanik
- Department of Physical Therapy, Movement and Rehabilitation Sciences, Northeastern University, Boston, MA, USA.
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20
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Kim HJ, Meeker TJ, Jung JY, Kim JW, Kim HA. Biological sex influences psychological aspects of the biopsychosocial model related to chronic pain intensity and interference among South Korean patients with chronic secondary musculoskeletal pain in rheumatic diseases. Front Psychol 2023; 14:1063164. [PMID: 37138999 PMCID: PMC10150094 DOI: 10.3389/fpsyg.2023.1063164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 03/30/2023] [Indexed: 05/05/2023] Open
Abstract
Introduction Pain is a prominent contributor to negative personal and social outcomes, including increased disability and mortality, in many rheumatic diseases. In the Biopsychosocial model of chronic pain, psychological and social factors share roles with the biology of the injury in determining each patient's pain and suffering. The current study explored factors associated with clinical pain intensity and interference among patients with chronic secondary musculoskeletal pain in rheumatic diseases. Methods In total, 220 patients experiencing chronic secondary musculoskeletal pain participated. Biological factors (age, biological sex, pain condition, pain duration, pain sensitivity, and comorbidity), socio-economic factors, psychological factors (pain catastrophizing and depressive symptoms), and pain intensity and interference were measured. Descriptive, multivariable linear regression and partial correlation analyses were conducted. Subgroup analysis by sex was conducted to examine differences in how different factors affect the pain experience. Results The mean age of the participants was 52.3 years (SD = 12.07) and ranged from 22 to 78. Average pain intensity was 3.01 (0-10 scale) and average total pain interference score was 21.07 (0-70 scale). Partial correlation found positive correlations between pain intensity and interference with depression (intensity: R = 0.224; p = 0.0011; interference: R = 0.351; p < 0.001) and pain catastrophizing (intensity: R = 0.520; p < 0.001; interference: R = 0.464; p < 0.001). In males, pain condition (β = -0.249, p = 0.032) and pain catastrophizing (R = 0.480, p < 0.001) were associated with pain intensity. In males, the simple correlation between pain intensity and depression (R = 0.519; p < 0.001) was driven by pain catastrophizing. In females, pain catastrophizing (R = 0.536, p < 0.001) and depressive symptoms (R = 0.228, p = 0.0077) were independently associated with pain intensity. Age (β = -0.251, p = 0.042) and pain catastrophizing (R = 0.609, p < 0.001) were associated with pain interference in males, while depressive symptoms (R = 0.439, p < 0.001) and pain catastrophizing (R = 0.403, p < 0.001) were associated with pain interference in females. Again, in males, the simple correlation between pain interference and depression (R = 0.455; p < 0.001) was driven by pain catastrophizing. Discussion In this study, females were more directly affected by depressive symptoms than males, regarding pain intensity and interference. Pain catastrophizing was a significant factor influencing chronic pain for both males and females. Based on these findings, a sex-specific approach to the Biopsychosocial model should be considered in understanding and managing pain among Asians with chronic secondary musculoskeletal pain.
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Affiliation(s)
- Hee Jun Kim
- School of Nursing, The George Washington University, Washington, DC, United States
- *Correspondence: Hyoun-Ah Kim,
| | - Timothy J. Meeker
- Department of Biology, Morgan State University, Baltimore, MD, United States
| | - Ju-Yang Jung
- Department of Rheumatology, Ajou University School of Medicine, Suwon-si, Republic of Korea
| | - Ji-Won Kim
- Department of Rheumatology, Ajou University School of Medicine, Suwon-si, Republic of Korea
| | - Hyoun-Ah Kim
- Department of Rheumatology, Ajou University School of Medicine, Suwon-si, Republic of Korea
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21
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Gilstrap SR, Hobson JM, Owens MA, White DM, Sammy MJ, Ballinger S, Sorge RE, Goodin BR. Mitochondrial reactivity following acute exposure to experimental pain testing in people with HIV and chronic pain. Mol Pain 2023; 19:17448069231195975. [PMID: 37542365 PMCID: PMC10467217 DOI: 10.1177/17448069231195975] [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: 04/24/2023] [Revised: 07/06/2023] [Accepted: 08/03/2023] [Indexed: 08/06/2023] Open
Abstract
Background: Physical stressors can cause a physiological response that can contribute to an increase in mitochondrial dysfunction and Mitochondrial DNA damage (mtDNA damage). People living with HIV (PWH) are more likely to suffer from chronic pain and may be more susceptible to mitochondrial dysfunction following exposure to a stressor. We used Quantitative Sensory Testing (QST) as an acute painful stressor in order to investigate whether PWH with/without chronic pain show differential mitochondrial physiological responses. Methods: The current study included PWH with (n = 26), and without (n = 29), chronic pain. Participants completed a single session that lasted approximately 180 min, including QST. Blood was taken prior to and following the QST battery for assays measuring mtDNA damage, mtDNA copy number, and mtDNA damage-associated molecular pattern (DAMP) levels (i.e., ND1 and ND6). Results: We examined differences between those with and without pain on various indicators of mitochondrial reactivity following exposure to QST. However, only ND6 and mtDNA damage were shown to be statistically significant between pain groups. Conclusion: PWH with chronic pain showed greater mitochondrial reactivity to laboratory stressors. Consequently, PWH and chronic pain may be more susceptible to conditions in which mitochondrial damage/dysfunction play a central role, such as cognitive decline.
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Affiliation(s)
- Shannon R Gilstrap
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Joanna M Hobson
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Michael A Owens
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Dyan M White
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Melissa J Sammy
- Bio-Analytical Research Biology (BARB) Core, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Scott Ballinger
- Bio-Analytical Research Biology (BARB) Core, University of Alabama at Birmingham, Birmingham, AL, USA
- Department of Pathology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Robert E Sorge
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Burel R Goodin
- Department of Anesthesiology, Washington University, St Louis, MO, USA
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22
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Johnson AJ, Buchanan T, Laffitte Nodarse C, Valdes Hernandez PA, Huo Z, Cole JH, Buford TW, Fillingim RB, Cruz-Almeida Y. Cross-Sectional Brain-Predicted Age Differences in Community-Dwelling Middle-Aged and Older Adults with High Impact Knee Pain. J Pain Res 2022; 15:3575-3587. [PMID: 36415658 PMCID: PMC9676000 DOI: 10.2147/jpr.s384229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 10/25/2022] [Indexed: 11/16/2022] Open
Abstract
Purpose Knee OA-related pain varies in impact across individuals and may relate to central nervous system alterations like accelerated brain aging processes. We previously reported that older adults with chronic musculoskeletal pain had a significantly greater brain-predicted age, compared to pain-free controls, indicating an "older" appearing brain. Yet this association is not well understood. This cross-sectional study examines brain-predicted age differences associated with chronic knee osteoarthritis pain, in a larger, more demographically diverse sample with consideration for pain's impact. Patients and Methods Participants (mean age = 57.8 ± 8.0 years) with/without knee OA-related pain were classified according to pain's impact on daily function (ie, impact): low-impact (n=111), and high-impact (n=60) pain, and pain-free controls (n=31). Participants completed demographic, pain, and psychosocial assessments, and T1-weighted magnetic resonance imaging. Brain-predicted age difference (brain-PAD) was compared across groups using analysis of covariance. Partial correlations examined associations of brain-PAD with pain and psychosocial variables. Results Individuals with high-impact chronic knee pain had significantly "older" brains for their age compared to individuals with low-impact knee pain (p < 0.05). Brain-PAD was also significantly associated with clinical pain, negative affect, passive coping, and pain catastrophizing (p's<0.05). Conclusion Our findings suggest that high impact chronic knee pain is associated with an older appearing brain on MRI. Future studies are needed to determine the impact of pain-related interference and pain management on somatosensory processing and brain aging biomarkers for high-risk populations and effective intervention strategies.
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Affiliation(s)
- Alisa J Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Taylor Buchanan
- Department of Medicine, University of Alabama, Birmingham, AL, USA
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Pedro A Valdes Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions College of Medicine, University of Florida, Gainesville, FL, USA
| | - James H Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK,Dementia Research Centre, Institute of Neurology, University College London, London, UK
| | - Thomas W Buford
- Department of Medicine, University of Alabama, Birmingham, AL, USA
| | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA,Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA,Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA,Correspondence: Yenisel Cruz-Almeida, University of Florida, PO Box 103628, 1329 SW 16th Street, Ste 5180, Gainesville, FL, 32608, USA, Tel +1 352-294-8584, Fax +1 352-273-5985, Email
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23
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Montesino-Goicolea S, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Enrichment of genomic pathways based on differential DNA methylation profiles associated with knee osteoarthritis pain. NEUROBIOLOGY OF PAIN (CAMBRIDGE, MASS.) 2022; 12:100107. [PMID: 36531611 PMCID: PMC9755025 DOI: 10.1016/j.ynpai.2022.100107] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 10/31/2022] [Accepted: 10/31/2022] [Indexed: 11/05/2022]
Abstract
Our study aimed to identify differentially methylated regions (i.e., genomic region where multiple adjacent CpG sites show differential methylation) and their enriched genomic pathways associated with knee osteoarthritis pain (KOA). We recruited cognitively healthy middle to older aged (age 45-85) adults with (n = 182) and without (n = 31) self-reported KOA pain. We also extracted DNA from peripheral blood that was analyzed using MethylationEPIC arrays. The R package minfi (Aryee et al., 2014) was used to perform methylation data preprocessing and quality control. To investigate biological pathways impacted by differential methylation, we performed pathway enrichment analysis using Ingenuity Pathway Analysis (IPA) to identify canonical pathways and upstream regulators. Annotated genes within ± 5 kb of the putative differentially methylated regions (DMRs, p < 0.05) were subjected to the IPA analysis. There was no significant difference in age, sex, study site between no pain and pain group (p > 0.05). Non-Hispanic black individuals were overrepresented in the pain group (p = 0.003). At raw p < 0.05 cutoff, we identified a total of 19,710 CpG probes, including 13,951 hypermethylated CpG probes, for which DNA methylation level was higher in the groups with highest pain grades. We also identified 5,759 hypomethylated CpG probes for which DNA methylation level was lower in the pain groups with higher pain grades. IPA revealed that pain-related DMRs were enriched across multiple pathways and upstream regulators. The top 10 canonical pathways were linked to cellular signaling processes related to immune responses (i.e., antigen presentation, PD-1, PD-L1 cancer immunotherapy, B cell development, IL-4 signaling, Th1 and Th2 activation pathway, and phagosome maturation). Moreover, in terms of upstream regulators, NDUFAF3 was the most significant (p = 8.6E-04) upstream regulator. Our findings support previous preliminary work suggesting the importance of epigenetic regulation of the immune system in knee pain and the need for future work to understand the epigenetic contributions to chronic pain.
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Affiliation(s)
- Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Lingsong Meng
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Asha Rani
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Thomas C. Foster
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
- Corresponding author at: PO Box 103628, 1329 SW 16th Street, Ste 5180 (zip 32608), Gainesville, FL 32610, USA. https://price.ctsi.ufl.edu/about-the-center/staff/yenisel-cruz-almeida/
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24
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Longitudinal Trajectories of Depressive Symptoms Among Patients With Knee Osteoarthritis: The Role of Pain Intensity. Pain Manag Nurs 2022; 24:151-156. [PMID: 36435727 DOI: 10.1016/j.pmn.2022.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Revised: 10/23/2022] [Accepted: 10/24/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND Pain is the primary symptom of knee osteoarthritis (KOA), significantly associated with depressive symptoms. Whether the early pain intensity could distinguish different trajectories of depressive symptoms is not well understood among patients with KOA. AIMS To identify heterogeneous depressive symptoms trajectories among patients with KOA, and investigate the association between depressive symptoms subgroups and pain intensity. DESIGN Secondary analysis of a cohort sample. SETTING Three waves of data from the China Health and Retirement Longitudinal Study was collected in 28 provinces across China. PARTICIPANTS 702 patients with KOA aged ≥ 45 years completed the Center for Epidemiologic Studies Depression Scale biennially from 2011 to 2015. METHODS Latent class growth analysis was performed to identify the optimal trajectory shape and number of classes. Multinomial logistic regression analysis was conducted to compare pain intensity across the trajectories. RESULTS Four distinct trajectories were identified as follows: no depressive symptoms, highly stable, decreasing, and increasing. In multivariate analysis, compared with the "no depressive symptoms" class, patients in the "highly stable" class and "increasing" class were more likely to report moderate pain (p < 0.05) and severe pain (p < 0.05). In addition, there was no significant difference in pain intensity between "no depressive symptoms" class and "decreasing" class (p > 0.05). CONCLUSIONS These results suggest important heterogeneity in depressive symptom trajectories among patients with KOA. Pain intensity could predict different depressive symptom trajectories in patients with KOA. Efforts to improve the depressive symptoms in patients with KOA must incorporate strategies to address pain.
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25
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Wilson AT, Johnson AJ, Laffitte Nodarse C, Hoyos L, Lysne P, Peraza JA, Montesino-Goicolea S, Valdes-Hernandez PA, Somerville J, Bialosky JE, Cruz-Almeida Y. Experimental Pain Phenotype Profiles in Community-dwelling Older Adults. Clin J Pain 2022; 38:451-458. [PMID: 35656805 PMCID: PMC9202441 DOI: 10.1097/ajp.0000000000001048] [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: 01/20/2022] [Accepted: 05/10/2022] [Indexed: 02/01/2023]
Abstract
OBJECTIVES Pain sensitivity and the brain structure are critical in modulating pain and may contribute to the maintenance of pain in older adults. However, a paucity of evidence exists investigating the link between pain sensitivity and brain morphometry in older adults. The purpose of the study was to identify pain sensitivity profiles in healthy, community-dwelling older adults using a multimodal quantitative sensory testing protocol and to differentiate profiles based on brain morphometry. MATERIALS AND METHODS This study was a secondary analysis of the Neuromodulatory Examination of Pain and Mobility Across the Lifespan (NEPAL) study. Participants completed demographic and psychological questionnaires, quantitative sensory testing, and a neuroimaging session. A Principal Component Analysis with Varimax rotation followed by hierarchical cluster analysis identified 4 pain sensitivity clusters (the "pain clusters"). RESULTS Sixty-two older adults ranging from 60 to 94 years old without a specific pain condition (mean [SD] age=71.44 [6.69] y, 66.1% female) were analyzed. Four pain clusters were identified characterized by (1) thermal pain insensitivity; (2) high pinprick pain ratings and pressure pain insensitivity; (3) high thermal pain ratings and high temporal summation; and (4) thermal pain sensitivity, low thermal pain ratings, and low mechanical temporal summation. Sex differences were observed between pain clusters. Pain clusters 2 and 4 were distinguished by differences in the brain cortical volume in the parieto-occipital region. DISCUSSION While sufficient evidence exists demonstrating pain sensitivity profiles in younger individuals and in those with chronic pain conditions, the finding that subgroups of experimental pain sensitivity also exist in healthy older adults is novel. Identifying these factors in older adults may help differentiate the underlying mechanisms contributing to pain and aging.
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Affiliation(s)
- Abigail T. Wilson
- University of Central Florida, School of Kinesiology and Physical Therapy, College of Health Professions and Sciences, Orlando, FL, USA
| | - Alisa J. Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Lorraine Hoyos
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
| | - Paige Lysne
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Julio A. Peraza
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Physics, Florida International University, Miami, FL, USA
| | - Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Pedro A. Valdes-Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Jessie Somerville
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
| | - Joel E. Bialosky
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- University of Florida Department of Physical Therapy, Gainesville, FL, USA
- Brooks Rehabilitation-College of Public Health and Health Professions Research Collaboration, Gainesville, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
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26
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Lipat AL, Clark DJ, Hass CJ, Cruz-Almeida Y. Gait subgroups among older adults with chronic pain differ in cerebellum and basal ganglia gray matter volumes. Exp Gerontol 2022; 163:111773. [PMID: 35341939 PMCID: PMC9948689 DOI: 10.1016/j.exger.2022.111773] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 03/05/2022] [Accepted: 03/19/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Current literature regarding morphological gray matter atrophy in chronic pain is mixed, inhibiting our ability to understand neurological mechanisms of chronic pain. The inconsistent findings may be due to the presence of subgroups within the older adult chronic pain population that differ in gait performance, as gait and gray matter have been previously associated. These gait subgroups, however, have been inadequately characterized in prior work and have not been compared across gray matter measures. Therefore, the purpose of this study was to identify and characterize gait subgroups within the older adult chronic pain population, and to evaluate differences in gray matter measures between subgroups. METHODS The present study was a secondary analysis of the Neuromodulatory Examination of Pain and Mobility Across the Lifespan (NEPAL) study. A subset of older participants (n = 40) completed assessments to evaluate psychological status, cognitive abilities, pain characteristics, and spatiotemporal gait performance using an instrumented gait mat. Gray matter measures were obtained from a T1-weighted anatomical scan using Freesurfer's recon-all function. RESULTS After data reduction, a hierarchical cluster analysis identified three gait clusters: A Normal Gait cluster (n = 12), a Shuffle Gait cluster (n = 15), and an Unsteady Gait cluster (n = 13). Clusters differed in gait velocity, stride length, step width, double support percentages, and stride length variability. The Shuffle Gait cluster exhibited reduced gray matter volumes in the cerebellum, caudate, putamen, and pallidum, as well as a worse pain severity when compared to the Normal Gait cluster (p < 0.05). The Shuffle Gait cluster also had less gray matter in the cerebellum and caudate when compared to the Unsteady Gait cluster (p < 0.05). CONCLUSIONS Our results confirm the existence of gait subgroups among the older adult chronic pain population and gray matter differences observed between groups support the need for the consideration of subgroups within this population for future pain, mobility, and aging studies.
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Affiliation(s)
- Ania L Lipat
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL 32611, USA
| | - David J Clark
- Department of Aging and Geriatric Research, College of Medicine, University of Florida, Gainesville, FL 32603, USA; Brain Rehabilitation Research Center, Malcom Randall VA Medical Center, Gainesville, FL 32610, USA
| | - Chris J Hass
- Applied Neuromechanics Laboratory, Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL 32611, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL 32610, USA; Department of Community Dentistry & Behavioral Sciences, University of Florida, Gainesville, FL 32610, USA.
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Previtali D, Capone G, Marchettini P, Candrian C, Zaffagnini S, Filardo G. High Prevalence of Pain Sensitization in Knee Osteoarthritis: A Meta-Analysis with Meta-Regression. Cartilage 2022; 13:19476035221087698. [PMID: 35356833 PMCID: PMC9137298 DOI: 10.1177/19476035221087698] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE The aim of this meta-analysis was to study the evidence on pain sensitization in knee osteoarthritis (OA), providing a quantitative synthesis of its prevalence and impact. Factors associated with pain sensitization were also investigated. METHODS Meta-analysis; PubMed (MEDLINE), Cochrane Central Register (CENTRAL), and Web of Science were searched on February 2021. Level I to level IV studies evaluating the presence of pain sensitization in patients with symptomatic knee OA, documented through a validated method (questionnaires or quantitative sensory testing), were included. The primary outcome was the prevalence of pain sensitization. Factors influencing the prevalence were also evaluated, as well as differences in terms of pain thresholds between knee OA patients and healthy controls. RESULTS Fifty-three articles including 7,117 patients were included. The meta-analysis of proportion documented a prevalence of pain sensitization of 20% (95% confidence interval [CI] = 16%-26%) with a significant heterogeneity of results (I2 = 89%, P < 0.001). The diagnostic tool used was the main factor influencing the documented prevalence of pain sensitization (P = 0.01). Knee OA patients presented higher pain sensitivity compared with healthy controls, both in terms of local pressure pain threshold (standardized mean difference [SMD] = -1.00, 95% CI = -1.67 to -0.32, P = 0.007) and distant pressure pain threshold (SMD = -0.54, 95% CI = -0.76 to -0.31, P < 0.001). CONCLUSIONS Knee OA pain presents features that are consistent with a significant degree of pain sensitization. There is a high heterogeneity in the reported results, mainly based on the diagnostic tool used. The identification of the best methods to detect pain sensitization is warranted to correctly evaluate and manage symptoms of patients affected by knee OA. REGISTRATION PROSPERO CRD42019123347.
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Affiliation(s)
- Davide Previtali
- Service of Orthopaedics and Traumatology, Department of Surgery, EOC, Lugano, Switzerland
| | - Gianluigi Capone
- Service of Orthopaedics and Traumatology, Department of Surgery, EOC, Lugano, Switzerland,Gianluigi Capone, Service of Orthopaedics and Traumatology, Department of Surgery, EOC, Via Tesserete 46, 6900 Lugano, Switzerland.
| | - Paolo Marchettini
- Fisiopatologia e Terapia del Dolore, Dipartimento di Farmacologia, Careggi Università di Firenze, Florence, Italy,Terapia del Dolore, CDI Centro Diagnostico Italiano, Milan, Italy
| | - Christian Candrian
- Service of Orthopaedics and Traumatology, Department of Surgery, EOC, Lugano, Switzerland,Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | | | - Giuseppe Filardo
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland,Applied and Translational Research Center, IRCCS Istituto Ortopedico Rizzoli, Bologna, Italy
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Rankin J, Rudy-Froese B, Hoyt C, Ramsahoi K, Gareau L, Howatt W, Carlesso L. Quantitative Sensory Testing Protocols to Evaluate Central and Peripheral Sensitization in Knee OA: A Scoping Review. PAIN MEDICINE (MALDEN, MASS.) 2022; 23:526-557. [PMID: 34581816 DOI: 10.1093/pm/pnab285] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 09/01/2021] [Indexed: 11/12/2022]
Abstract
OBJECTIVE This scoping review analyzed various quantitative sensory testing methodologies used in the assessment of sensitization and how sensitization is defined in people with knee osteoarthritis. DESIGN A scoping review. SETTING All clinical and research settings. SUBJECTS Non-surgical adults with knee osteoarthritis. METHODS This scoping review was guided by existing scoping review methodologies. Relevant studies were extracted from the following electronic databases: Medical Literature Analysis and Retrieval System Online, Excerpta Medica Database, Allied and Complementary Medicine Database, and the Cumulative Index to Nursing Allied Health Literature. Abstract and full article screening and data extraction were performed in pairs. Information on quantitative sensory testing techniques and parameters was extracted and summarized in tables. General and technique specific definitions of sensitization were extracted from included texts. RESULTS Our search yielded 4,199 articles, of which 50 were included in our review. The most common quantitative sensory test was pressure pain threshold. In total 28 unique testing sites were found speaking to the high degree of variability between studies. Sensitization was poorly defined with only 8 studies fully operationalizing it, 22 partially, and the remainder did not provide sufficient information to meet our criteria. CONCLUSIONS This scoping review has provided an overview of the most common methods of quantitative sensory testing being implemented in the assessment of nervous system sensitization to nociceptive signaling in people with knee osteoarthritis. This study provides a foundation for future development of quantitative sensory testing methodology for research and clinical practice in the osteoarthritis population.
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Affiliation(s)
- Jonathan Rankin
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - Benjamin Rudy-Froese
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - Curtis Hoyt
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - Keenu Ramsahoi
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - Liam Gareau
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - William Howatt
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
| | - Lisa Carlesso
- Faculty of Health Sciences, McMaster University, School of Rehabilitation Sciences, Hamilton, Canada
- Faculty of Medicine, Université de Montréal, School of Rehabilitation, Montréal, Canada
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Carpintero-Fernández P, Varela-Eirín M, García-Yuste A, López-Díaz I, Caeiro JR, Mayán MD. Osteoarthritis: Mechanistic Insights, Senescence, and Novel Therapeutic Opportunities. Bioelectricity 2022; 4:39-47. [PMID: 39355566 PMCID: PMC11441363 DOI: 10.1089/bioe.2021.0039] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Osteoarthritis (OA) is the most common joint disease. In the last years, the research community has focused on understanding the molecular mechanisms that led to the pathogenesis of the disease, trying to identify different molecular and clinical phenotypes along with the discovery of new therapeutic opportunities. Different types of cell-to-cell communication mechanisms have been proposed to contribute to OA progression, including mechanisms mediated by connexin43 (Cx43) channels or by small extracellular vesicles. Furthermore, changes in the chondrocyte phenotype such as cellular senescence have been proposed as new contributors of the OA progression, changing the paradigm of the disease. The use of different drugs able to restore chondrocyte phenotype, to reduce cellular senescence and senescence-associated secretory phenotype components, and to modulate ion channel activity or Cx43 appears to be promising therapeutic strategies for the different types of OA. In this review, we aim to summarize the current knowledge in OA phenotypes related with aging and tissue damage and the new therapeutic opportunities currently available.
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Affiliation(s)
- Paula Carpintero-Fernández
- CellCOM Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Servizo Galego de Saúde (SERGAS), Universidade da Coruña (UDC), A Coruña, Spain
| | - Marta Varela-Eirín
- CellCOM Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Servizo Galego de Saúde (SERGAS), Universidade da Coruña (UDC), A Coruña, Spain
- European Research Institute for the Biology of Ageing (ERIBA), University Medical Center Groningen (UMCG), University of Groningen (RUG), Groningen, The Netherlands
| | - Alejandro García-Yuste
- CellCOM Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Servizo Galego de Saúde (SERGAS), Universidade da Coruña (UDC), A Coruña, Spain
| | - Iñaki López-Díaz
- CellCOM Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Servizo Galego de Saúde (SERGAS), Universidade da Coruña (UDC), A Coruña, Spain
| | - José Ramón Caeiro
- Department of Orthopaedic Surgery and Traumatology, Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Universidade de Santiago de Compostela (USC), Santiago de Compostela, Spain
| | - María D Mayán
- CellCOM Research Group, Instituto de Investigación Biomédica de A Coruña (INIBIC), Servizo Galego de Saúde (SERGAS), Universidade da Coruña (UDC), A Coruña, Spain
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Wang D, Chai XQ, Hu SS, Pan F. Joint synovial macrophages as a potential target for intra-articular treatment of osteoarthritis-related pain. Osteoarthritis Cartilage 2022; 30:406-415. [PMID: 34861384 DOI: 10.1016/j.joca.2021.11.014] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 10/19/2021] [Accepted: 11/22/2021] [Indexed: 02/02/2023]
Abstract
Osteoarthritis is the most common form of joint disease and is one of the leading causes of chronic pain. Given the multi-factorial nature, numerous efforts have been made to clarify the multiple factors impacting the pain symptoms and joint pathology, including synovial macrophages in particular. Accumulating evidence from studies involving human participants and experimental animal models suggests that accumulating macrophages in synovial tissue are implicated in peripherally mediated pain sensitization of affected joints in osteoarthritis. Crosstalk between synovial macrophages and the innervating primary nociceptive neurons is thought to contribute to this facilitated pain processing by the peripheral nervous system. Due to high plasticity and complexity of synovial macrophages in the joint, safe therapies targeting single cells or molecules are currently lacking. Using advanced technologies (such as single-cell RNA sequencing and mass cytometry), studies have shown that diverse subpopulations of synovial macrophages exist in the distinct synovial microenvironments of specific osteoarthritis subtypes. Considerable progress has been made in delineating the molecular mechanisms of various subsets of synovial macrophages in the development of osteoarthritis. To develop a novel intra-articular treatment paradigm targeting synovial macrophages, we have summarized in this review the recent advances in identifying the functional consequences of synovial macrophage sub-populations and understanding of the molecular mechanisms driving macrophage-mediated remodeling.
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Affiliation(s)
- D Wang
- Pain Clinic, Department of Anesthesiology, First Affiliated Hospital of USTC (Anhui Provincial Hospital), Division of Life Sciences and Medicine, University of Science and Technology of China (USTC), Hefei 230001, China.
| | - X-Q Chai
- Pain Clinic, Department of Anesthesiology, First Affiliated Hospital of USTC (Anhui Provincial Hospital), Division of Life Sciences and Medicine, University of Science and Technology of China (USTC), Hefei 230001, China.
| | - S-S Hu
- The Key Laboratory of Anti-inflammatory and Immune Medicine, Ministry of Education, PR China (Anhui Medical University), Institute of Clinical Pharmacology, Anhui Medical University, Hefei 230032, China.
| | - F Pan
- Menzies Institute for Medical Research, University of Tasmania, Private Bag 23, Hobart, TAS 7000, Australia.
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Weaver KR, Griffioen MA, Klinedinst NJ, Galik E, Duarte AC, Colloca L, Resnick B, Dorsey SG, Renn CL. Quantitative Sensory Testing Across Chronic Pain Conditions and Use in Special Populations. FRONTIERS IN PAIN RESEARCH (LAUSANNE, SWITZERLAND) 2022; 2:779068. [PMID: 35295425 PMCID: PMC8915716 DOI: 10.3389/fpain.2021.779068] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 12/07/2021] [Indexed: 02/01/2023]
Abstract
Chronic pain imposes a significant burden to the healthcare system and adversely affects patients' quality of life. Traditional subjective assessments, however, do not adequately capture the complex phenomenon of pain, which is influenced by a multitude of factors including environmental, developmental, genetic, and psychological. Quantitative sensory testing (QST), established as a protocol to examine thermal and mechanical sensory function, offers insight on potential mechanisms contributing to an individual's experience of pain, by assessing their perceived response to standardized delivery of stimuli. Although the use of QST as a research methodology has been described in the literature in reference to specific pain populations, this manuscript details application of QST across a variety of chronic pain conditions. Specific conditions include lower extremity chronic pain, knee osteoarthritis, chronic low back pain, temporomandibular joint disorder, and irritable bowel syndrome. Furthermore, we describe the use of QST in placebo/nocebo research, and discuss the use of QST in vulnerable populations such as those with dementia. We illustrate how the evaluation of peripheral sensory nerve function holds clinical promise in targeting interventions, and how using QST can enhance patient education regarding prognostic outcomes with particular treatments. Incorporation of QST methodology in research investigations may facilitate the identification of common mechanisms underlying chronic pain conditions, guide the development of non-pharmacological behavioral interventions to reduce pain and pain-related morbidity, and enhance our efforts toward reducing the burden of chronic pain.
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Affiliation(s)
- Kristen R. Weaver
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, MD, United States,Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States,*Correspondence: Kristen R. Weaver
| | - Mari A. Griffioen
- Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States,College of Health Sciences, School of Nursing, University of Delaware, Newark, DE, United States
| | - N. Jennifer Klinedinst
- Department of Organizational Systems and Adult Health, School of Nursing, University of Maryland, Baltimore, MD, United States
| | - Elizabeth Galik
- Department of Organizational Systems and Adult Health, School of Nursing, University of Maryland, Baltimore, MD, United States
| | - Ana C. Duarte
- Department of Family and Community Health, School of Nursing, University of Maryland, Baltimore, MD, United States
| | - Luana Colloca
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, MD, United States,Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States
| | - Barbara Resnick
- Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States,Department of Organizational Systems and Adult Health, School of Nursing, University of Maryland, Baltimore, MD, United States
| | - Susan G. Dorsey
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, MD, United States,Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States
| | - Cynthia L. Renn
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, MD, United States,Center to Advance Chronic Pain Research (CACPR), University of Maryland, Baltimore, MD, United States
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Carlesso LC, Law LF, Wang N, Nevitt M, Lewis CE, Neogi T. Association of Pain Sensitization and Conditioned Pain Modulation to Pain Patterns in Knee Osteoarthritis. Arthritis Care Res (Hoboken) 2022; 74:107-112. [PMID: 32882103 PMCID: PMC7925701 DOI: 10.1002/acr.24437] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 08/10/2020] [Accepted: 08/27/2020] [Indexed: 01/25/2023]
Abstract
OBJECTIVE To examine the cross-sectional association of ascending pain mechanisms, implicated in pain sensitization, and descending pain modulation with pain patterns and unpredictability of pain. METHODS The Multicenter Osteoarthritis Study is a longitudinal cohort of older adults with or at risk of knee osteoarthritis. Peripheral and central ascending pain mechanisms were assessed using quantitative sensory tests, pressure pain thresholds using a handheld pressure algometer (knee/peripheral and wrist/central), and temporal summation using weighted probes (wrist/central). Descending modulation was assessed by conditioned pain modulation using pressure pain thresholds and a forearm ischemia test. Pain patterns were characterized based on responses to the Intermittent and Constant Osteoarthritis Pain questionnaire: 1) no intermittent or constant pain, 2) intermittent pain only, 3) constant pain only, and 4) combined constant and intermittent pain. A question regarding frequency assessed unpredictable pain. We assessed the association of quantitative sensory test measures to pain patterns using regression models with generalized estimating equations. RESULTS There were 2,794 participants (mean age 63.9 years, body mass index 29.5 kg/m2 , and 57% female). Lower pain sensitization by wrist pressure pain threshold (odds ratio [OR] 0.80 [95% confidence interval (95% CI) 0.68, 0.93]) and adequate conditioned pain modulation (OR 1.45 [95% CI 1.10, 1.92]) were associated with having constant ± intermittent pain compared with intermittent pain only. Higher pain sensitization (by pressure pain thresholds and temporal summation) was associated with a higher likelihood of unpredictable pain. CONCLUSION Knee pain patterns appear to be related to peripheral ± central facilitated ascending pain mechanisms and descending modulatory mechanisms. These findings highlight the need for a broader approach to understanding pain mechanisms by symptomatic disease progression.
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Affiliation(s)
| | | | - Na Wang
- Boston University School of Public Health, Boston, Massachusetts
| | | | - Cora E Lewis
- School of Public Health, University of Alabama at Birmingham
| | - Tuhina Neogi
- Boston University School of Medicine, Boston, Massachusetts
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Johnson AJ, Laffitte Nodarse C, Peraza JA, Valdes-Hernandez PA, Montesino-Goicolea S, Huo Z, Fillingim RB, Cruz-Almeida Y. Psychological profiles in adults with knee OA-related pain: a replication study. Ther Adv Musculoskelet Dis 2021; 13:1759720X211059614. [PMID: 34900003 PMCID: PMC8664321 DOI: 10.1177/1759720x211059614] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 10/26/2021] [Indexed: 11/15/2022] Open
Abstract
Introduction Psychological factors have been associated with knee osteoarthritis pain severity and treatment outcomes, yet their combined contribution to phenotypic heterogeneity is poorly understood. In particular, empirically derived psychological profiles must be replicated before they can be targeted or considered for treatment studies. The objectives of this study were to (1) confirm previously identified psychological profiles using unsupervised clustering methods in persons with knee osteoarthritis pain, (2) determine the replicability of profiles using supervised machine learning in a different sample, and (3) examine associations with clinical pain, brain structure, and experimental pain. Methods Participants included two cohorts of individuals with knee osteoarthritis pain recruited as part of the multisite UPLOAD1 (n = 270, mean age = 56.8 ± 7.6, male = 37%) and UPLOAD2 (n = 164, mean age = 57.73 ± 7.8, male = 36%) studies. Similar psychological constructs (e.g. optimism, coping, somatization, affect, depression, and anxiety), sociodemographic and clinical characteristics, and somatosensory function were assessed across samples. UPLOAD2 participants also completed brain magnetic resonance imaging. Unsupervised hierarchical clustering analysis was first conducted in UPLOAD1 data to derive clusters, followed by supervised linear discriminative analysis to predict group membership in UPLOAD2 data. Associations among cluster membership and clinical variables were assessed, controlling for age, sex, education, ethnicity/race, study site, and number of pain sites. Results Four distinct profiles emerged in UPLOAD1 and were replicated in UPLOAD2. Identified psychological profiles were associated with psychological variables (ps < 0.001), and clinical outcomes (ps = 0.001-0.03), indicating good internal and external validation of the cluster solution. Significant associations between psychological profiles and somatosensory function and brain structure were also found. Conclusions This study highlights the importance of considering the biopsychosocial model in knee osteoarthritis pain assessment and treatment.
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Affiliation(s)
- Alisa J Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | | | - Julio A Peraza
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | | | | | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, PO Box 103628, 1329 SW 16th Street, Ste 5180, Gainesville, FL 32610, USA
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Cruz-Almeida Y, Coombes S, Febo M. Pain differences in neurite orientation dispersion and density imaging measures among community-dwelling older adults. Exp Gerontol 2021; 154:111520. [PMID: 34418483 PMCID: PMC9091979 DOI: 10.1016/j.exger.2021.111520] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 07/07/2021] [Accepted: 08/13/2021] [Indexed: 01/29/2023]
Abstract
Neurite orientation dispersion and density imaging (NODDI) is a technique providing more detailed information on the microstructural bases of white matter. Given the previously reported white matter contributions to chronic pain, the present study aims to investigate pain-specific differences in NODDI measures across white matter tracts in a sample of community-dwelling older adults with (n = 29) and without (n = 18) chronic musculoskeletal pain. We further aimed to investigate associations between NODDI measures and clinical and experimental pain measures. As part of the Nepal study, a subset of older adults (>60 years old), underwent multiple laboratory sessions providing self-reported and experimental pain measures and a diffusion weighted neuroimaging sequence. Older adults with chronic musculoskeletal pain had a lower neurite density with less geometric complexity across a number of white matter tracts compared to older pain-free controls (corrected p's < 0.05). Lower neurite density was associated with greater self-reported pain intensity and anatomical pain sites, as well as greater experimental pain sensitivity (p's < 0.05). There were also significant pain-by-sex differences in neurite density and geometric complexity across multiple white matter tracts mainly around the hippocampus (corrected p's < 0.05). Finally, there were no pain differences with respect to extra-cellular water diffusion (corrected p's > 0.05). Our study demonstrates less geometric complexity in neurite density and architecture in chronic musculoskeletal pain, partly in a sex-dependent manner. An increased understanding of neurobiological mechanisms such as those measured by NODDI may contribute to the potential targeting of interventions in our older population suffering from chronic pain.
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Affiliation(s)
- Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States of America; Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States of America; Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, United States of America.
| | - Stephen Coombes
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States of America; Department of Applied Kinesiology & Physiology, College of Health & Human Performance, University of Florida, Gainesville, FL, United States of America
| | - Marcelo Febo
- Department of Psychiatry, College of Medicine, University of Florida, Gainesville, FL, United States of America
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Kamonseki DH, Pott-Junior H, Haik MN, Almeida LAD, Camargo PR. Pain-related fear phenotypes are associated with function of the upper limbs in individuals with shoulder pain. Musculoskelet Sci Pract 2021; 55:102416. [PMID: 34175789 DOI: 10.1016/j.msksp.2021.102416] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 04/30/2021] [Accepted: 06/09/2021] [Indexed: 01/12/2023]
Abstract
OBJECTIVE To identify and describe phenotypes related to kinesiophobia, fear-avoidance, and pain catastrophizing, and determine clinical and demographic characteristics related to each phenotype as a function of self-reported function of the upper limbs in individuals with shoulder pain. METHODS One hundred and seventy-seven individuals with shoulder pain participated in this study. Tampa Scale of Kinesiophobia, Fear-Avoidance Beliefs Questionnaire, Pain Catastrophizing Scale, Disabilities of the Arm, Shoulder and Hand Questionnaire (DASH), Numerical Pain of Rating Scale, and the angular onset of pain during the elevation of the arm were measured in all participants. A cluster analysis was performed considering kinesiophobia, fear-avoidance, and pain catastrophizing, then clinical and demographic characteristics of clusters were used to model individual's chance to belong to one of the clusters as a function of DASH. RESULTS Two clusters were identified based on kinesiophobia, fear-avoidance, and pain catastrophizing. The cluster with worse pain-related fear profile presented (p < 0.05) higher age, worse function, and higher pain intensity. This same cluster was also associated with involvement of the dominant side (OR = 2.10, 95% CI = 1.03, 4.41) and worse function (OR = 0.96, 95% CI = 0.94, 0.98). CONCLUSION This study identified that individuals with worse pain-related fear profile were older, with worse function, and higher pain intensity. Worse function and involvement of the dominant side were associated with the phenotype with a worse pain-related fear condition.
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Affiliation(s)
- Danilo Harudy Kamonseki
- Laboratory of Analysis and Intervention of the Shoulder Complex, Universidade Federal de São Carlos (UFSCar), São Carlos (SP), Brazil
| | - Henrique Pott-Junior
- Department of Medicine, Universidade Federal de São Carlos (UFSCar), São Carlos (SP), Brazil
| | - Melina Nevoeiro Haik
- Laboratory of Analysis and Intervention of the Shoulder Complex, Universidade Federal de São Carlos (UFSCar), São Carlos (SP), Brazil
| | - Lucas Araújo de Almeida
- Laboratory of Analysis and Intervention of the Shoulder Complex, Universidade Federal de São Carlos (UFSCar), São Carlos (SP), Brazil
| | - Paula Rezende Camargo
- Laboratory of Analysis and Intervention of the Shoulder Complex, Universidade Federal de São Carlos (UFSCar), São Carlos (SP), Brazil.
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Jamison RN, Edwards RR, Curran S, Wan L, Ross EL, Gilligan CJ, Gozani SN. Effects of Wearable Transcutaneous Electrical Nerve Stimulation on Fibromyalgia: A Randomized Controlled Trial. J Pain Res 2021; 14:2265-2282. [PMID: 34335055 PMCID: PMC8318714 DOI: 10.2147/jpr.s316371] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 07/13/2021] [Indexed: 12/25/2022] Open
Abstract
Purpose Fibromyalgia is a chronic condition characterized by widespread pain and interference with daily activities. The aim of this study is to assess the benefit of transcutaneous electrical nerve stimulation (TENS) for persons diagnosed with fibromyalgia. Patients and Methods Adults meeting diagnostic criteria for fibromyalgia were randomized in a double-blind trial to receive either an active (n=62) or sham (n=57) wearable TENS device for 3-months. Subjects were classified as having lower or higher pain sensitivity by Quantitative Sensory Testing (QST). Patient Global Impression of Change (PGIC, primary outcome) and secondary efficacy measures including Fibromyalgia Impact Questionnaire (FIQR), Brief Pain Inventory (BPI) and painDETECT questionnaire (PDQ) were assessed at baseline, 6-weeks and 3-months. Treatment effects were determined by a mixed model for repeated measures (MMRM) analysis of the intention-to-treat (ITT) population (N=119). A pre-specified subgroup analysis of pain sensitivity was conducted using an interaction term in the model. Results No differences were found between active and sham treatment on PGIC scores at 3-months (0.34, 95% CI [−0.37, 1.04], p=0.351) in the ITT population. However, in subjects with higher pain sensitivity (n=60), PGIC was significantly greater for active treatment compared to sham (1.19, 95% CI [0.24, 2.13], p=0.014). FIQR total score (−7.47, 95% CI [−12.46, −2.48], p=0.003), FIQR pain item (−0.62, 95% CI [−1.17, −0.06], p=0.029), BPI Interference (−0.70, 95% CI [−1.30, −0.11], p=0.021) and PDQ (−1.69, 95% CI [−3.20, −0.18], p=0.028) exhibited significant improvements for active treatment compared to sham in the ITT population. Analgesics use was stable and comparable in both groups. Conclusion This study demonstrated modest treatment effects of reduced disease impact, pain and functional impairment from wearable TENS in individuals with fibromyalgia. Subjects with higher pain sensitivity exhibited larger treatment effects than those with lower pain sensitivity. Wearable TENS may be a safe treatment option for people with fibromyalgia. Clinicaltrials.gov Registration NCT03714425.
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Affiliation(s)
- Robert N Jamison
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
| | - Robert R Edwards
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
| | - Samantha Curran
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
| | - Limeng Wan
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
| | - Edgar L Ross
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
| | - Christopher J Gilligan
- Department of Anesthesiology, Perioperative and Pain Medicine, Harvard Medical School, Brigham & Women's Hospital, Chestnut Hill, MA, USA
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Johnson AJ, Vasilopoulos T, Booker SQ, Cardoso J, Terry EL, Powell-Roach K, Staud R, Kusko DA, Addison AS, Redden DT, Goodin BR, Fillingim RB, Sibille KT. Knee pain trajectories over 18 months in non-Hispanic Black and non-Hispanic White adults with or at risk for knee osteoarthritis. BMC Musculoskelet Disord 2021; 22:415. [PMID: 33952243 PMCID: PMC8101224 DOI: 10.1186/s12891-021-04284-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 04/14/2021] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Pain is the hallmark symptom of knee osteoarthritis (OA), and varies widely across individuals. Previous research has demonstrated both fluctuating and stable pain trajectories in knee OA using various time periods. Changes in pain assessed quarterly (i.e. 3-month intervals) in knee OA are relatively unknown. The current study aimed to investigate temporal variations in pain over a one and a half year period (18 months) based on quarterly characteristic pain assessments, and to examine differences in pain patterns by sociodemographic and baseline pain characteristics. METHODS The sample included a prospective cohort of 188 participants (mean age 58 years; 63% female; 52% non-Hispanic Black) with or at risk for knee OA from an ongoing multisite investigation of ethnic/race group differences. Knee pain intensity was self-reported at baseline and quarterly over an18-month period. Baseline pain assessment also included frequency, duration, and total number of pain sites. Group-based trajectory modeling was used to identify distinct pain trajectories. Multinomial logistic regression was used to examine associations between sociodemographic characteristics, risk factors, and pain trajectory groups. RESULTS Pain trajectories were relatively stable among a sample of adults with knee pain. Four distinct pain trajectories emerged in the overall sample, with the largest proportion of participants (35.1%) classified in the moderate-high pain group. There were significant relationships between age, education, income, ethnicity/race and trajectory group; with younger, less educated, lower income, and non-Hispanic Black participants had a greater representation in the highest pain trajectory group. CONCLUSIONS Pain remained stable across a one and a half-year period in adults with or at risk for knee osteoarthritis, based on quarterly assessments. Certain sociodemographic variables (e.g. ethnicity/race, education, income, age) may contribute to an increased risk of experiencing greater pain.
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Affiliation(s)
- Alisa J. Johnson
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, PO Box 100242, Gainesville, FL 32610 USA
| | - Terrie Vasilopoulos
- Department of Anesthesiology, College of Medicine, University of Florida, Gainesville, FL USA
| | - Staja Q. Booker
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, Gainesville, FL USA
| | - Josue Cardoso
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
| | - Ellen L. Terry
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, Gainesville, FL USA
| | - Keesha Powell-Roach
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, Gainesville, FL USA
| | - Roland Staud
- Department of Rheumatology, College of Medicine, University of Florida, Gainesville, FL USA
| | - Daniel A. Kusko
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, Birmingham, AL USA
| | - Adriana S. Addison
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, Birmingham, AL USA
| | - David T. Redden
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, AL USA
| | - Burel R. Goodin
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, Birmingham, AL USA
| | - Roger B. Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, PO Box 100242, Gainesville, FL 32610 USA
| | - Kimberly T. Sibille
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL USA
- Department of Aging & Geriatric Research, Institute on Aging, University of Florida, Gainesville, FL USA
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Pan TT, Pan F, Gao W, Hu SS, Wang D. Involvement of Macrophages and Spinal Microglia in Osteoarthritis Pain. Curr Rheumatol Rep 2021; 23:29. [PMID: 33893883 DOI: 10.1007/s11926-021-00997-w] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/23/2021] [Indexed: 12/30/2022]
Abstract
PURPOSE OF REVIEW Chronic pain in osteoarthritis (OA) is characterized by pain sensitization, which involves both peripheral and central mechanisms. Studies suggest synovial macrophage and spinal microglia are implicated in pain sensitization in OA. We, therefore, reviewed the evidence of whether synovial macrophage and spinal microglia facilitated pain sensitization at diverse levels and how this event occurred in OA. RECENT FINDINGS Peripherally, joint inflammation is now believed to be a source of OA-related pain. Synovial macrophages accumulate in OA inflamed synovium and display a pro-inflammatory phenotype. Abundant macrophage-derived pro-inflammatory cytokines and other pain-causing substance facilitate hyperexcitation of primary sensory neuron in OA-related pain. Thus, activated synovial macrophage was considered a predictor for phenotyping of OA pain clinically. In response to affected joint-derived strong nociception, aberrant neuronal excitability is often associated with the hyperactivity of microglia in the spinal dorsal horn, thereby leading to central sensitization. Hyperactivity of synovial macrophage and spinal microglia underlies the mechanisms of pain sensitization at the peripheral and central level in OA. This concept provides not only a clinically relevant strategy for identifying the phenotype of OA-related pain but also has the potential to develop individualized interventions for OA, particularly in those patients with hyperactivity of macrophage and microglia.
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Affiliation(s)
- Ting-Ting Pan
- Department of Anesthesiology, Pain Clinic, First Affiliated Hospital of USTC (Anhui Provincial Hospital), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, China
| | - Feng Pan
- Menzies Institute for Medical Research, University of Tasmania, Private Bag 23, Hobart, TAS, 7000, Australia
| | - Wei Gao
- Department of Anesthesiology, Pain Clinic, First Affiliated Hospital of USTC (Anhui Provincial Hospital), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, China
| | - Shan-Shan Hu
- Institute of Clinical Pharmacology, Anhui Medical University, Hefei, 230032, China
| | - Di Wang
- Department of Anesthesiology, Pain Clinic, First Affiliated Hospital of USTC (Anhui Provincial Hospital), Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, 230001, China.
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Peng L, Yan Y, Hou X, Niu D, Wei J, Wang J. Evaluation of the effect of a three-color ladder management model for knee osteoarthritis in the community. Am J Transl Res 2021; 13:3074-3083. [PMID: 34017475 PMCID: PMC8129419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Accepted: 02/06/2021] [Indexed: 06/12/2023]
Abstract
OBJECTIVE To explore the application effect of a three-color ladder management system for knee osteoarthritis in the community. METHODS Eighty-six patients with knee osteoarthritis in our community were obtained for study and randomly grouped. The control group received routine management, while the research group received three-color ladder management for 12 months. The knee joint function (WOMAC score), pain degree (VAS score), joint flexibility, health-related behavior score, self-care ability scale (exercise of self-care agency scale (ESCA) score), quality of life (knee osteoarthritis quality of life scale (AIMS2-SF) score) and knee replacement rate were compared between the two groups before and after management, and the changes of patients' visits and treatment costs before and after management were observed. RESULTS After 12 months, the scores of WOMAC and VAS in the research group were significantly lower than those of the control group (P<0.05), while the scores of joint flexibility and extension, cognition, behavior and condition of Omaha System health-related behaviors, ESCA and AIMS2-SF were significantly higher than those of the control group (P<0.05). After 12 months, the monthly visits and expenses of green cards, yellow cards and red cards in the research group were significantly lower than those before entering the group (P<0.05). After 12 months, the knee replacement rate was 20.93% (9/43) in the research group, while it was 27.91% (12/43) in the control group, with no significant difference between the two groups (P>0.05). CONCLUSION The three-color ladder management system for knee osteoarthritis patients in the community can reduce the number of doctor visits and overall expenses, improve knee joint function, reduce pain, improve self-management ability and quality of life, and it has high community popularization.
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Affiliation(s)
- Lei Peng
- Department of Outpatient, Xujiahui Community Health Service CenterShanghai City, China
| | - Yan Yan
- Medical Department, Xujiahui Community Health Service CenterShanghai City, China
| | - Xiaoqi Hou
- Department of Outpatient, Xujiahui Community Health Service CenterShanghai City, China
| | - Deng Niu
- Xujiahui Community Health Service CenterShanghai City, China
| | - Jing Wei
- Xujiahui Community Health Service CenterShanghai City, China
| | - Jianbo Wang
- Xujiahui Community Health Service CenterShanghai City, China
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Uddin Z, Woznowski-Vu A, Flegg D, Aternali A, Wideman TH. A Cumulative Impact of Psychological and Sensitization Risk Factors on Pain-Related Outcomes. Pain Pract 2021; 21:523-535. [PMID: 33316140 DOI: 10.1111/papr.12987] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 10/30/2020] [Accepted: 11/30/2020] [Indexed: 12/13/2022]
Abstract
OBJECTIVE Risk constructs based on psychological risk factors (eg, pain catastrophizing, PC) and sensitization risk factors (eg, pressure pain threshold, PPT) are important in research and clinical practice. Most research looks at individual constructs but does not consider how different constructs might interact within the same individual. An evaluation of the cumulative impact of psychological and sensitization risk factors on pain-related outcomes may help guide us in the risk assessment of patients with pain conditions. The aim of this study is to evaluate the cumulative impact of these psychological (PC) and sensitization (PPT) risk factors on pain-related outcomes (activity avoidance, pain severity, and disability) considering covariates. METHODS We included 109 participants (70.60% women; mean ± SD age 53.6 ± 12.3 years) with chronic musculoskeletal pain for data analysis, who completed all measures of this study. Participants completed a single testing session that included measures of risk factors (PC and PPT) and pain-related outcomes (self-reported avoidance, functional avoidance, disability, and pain severity). Subgroups were constructed by dichotomizing of PC and PPT scores, resulting in four groups: (1) low catastrophizing and low sensitivity (N = 26), (2) high catastrophizing and low sensitivity (N = 27), (3) low catastrophizing and high sensitivity (N = 25), and (4) high catastrophizing and high sensitivity (N = 31). RESULTS One-way analysis of variance (ANOVA) revealed significant group differences (P < 0.05, η2 = 0.08 to 0.14) in all outcomes of this study (except functional avoidance), and post hoc analysis indicated the significant differences are between group 1 and 4. A cumulative impact is reflected by large effect sizes between group 1 and 4 (d = 0.8 to 1). The group 2 and 3 (one risk dimension groups: either high-PC or high-PPT) represent 47% of the total participants. CONCLUSIONS The study suggests both higher level of PC and pressure sensitivity have a cumulative impact on risk screening for pain-related outcomes, considering gender in functional avoidance (task-related outcome). A clinical presentation with high-PC (one dimension of risk) is not associated with high-PPT (another dimension of risk). This finding has important clinical and theoretical implications.
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Affiliation(s)
- Zakir Uddin
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Arthur Woznowski-Vu
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Daniel Flegg
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Andrea Aternali
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - Timothy H Wideman
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
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CORR Insights®: What General and Pain-associated Psychological Distress Phenotypes Exist Among Patients with Hip and Knee Osteoarthritis? Clin Orthop Relat Res 2020; 478:2784-2785. [PMID: 33275392 PMCID: PMC7899404 DOI: 10.1097/corr.0000000000001535] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Lentz TA, George SZ, Manickas-Hill O, Malay MR, O'Donnell J, Jayakumar P, Jiranek W, Mather RC. What General and Pain-associated Psychological Distress Phenotypes Exist Among Patients with Hip and Knee Osteoarthritis? Clin Orthop Relat Res 2020; 478:2768-2783. [PMID: 33044310 PMCID: PMC7899410 DOI: 10.1097/corr.0000000000001520] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Accepted: 09/10/2020] [Indexed: 01/31/2023]
Abstract
BACKGROUND Psychological distress can negatively influence disability, quality of life, and treatment outcomes for individuals with hip and knee osteoarthritis (OA). Clinical practice guidelines recommend a comprehensive disease management approach to OA that includes the identification, evaluation, and management of psychological distress. However, uncertainty around the best psychological screening and assessment methods, a poor understanding of the heterogeneity of psychological distress in those with OA, and lack of guidance on how to scale treatment have limited the growth of OA care models that effectively address individual psychological needs. QUESTIONS/PURPOSES (1) Across which general and pain-related psychological distress constructs do individuals seeking conservative care for hip or knee OA report higher scores than the general population of individuals seeking conservative care for musculoskeletal pain conditions? (2) What common psychological phenotypes exist among nonsurgical care-seeking individuals with hip or knee OA? METHODS The sample included participants from the Duke Joint Health Program (n = 1239), a comprehensive hip and knee OA care program, and the Optimal Screening for Prediction of Referral and Outcome (OSPRO) cohort studies (n = 871) comprising individuals seeking conservative care for knee, shoulder, low back, or neck pain. At the initial evaluation, patients completed the OSPRO Yellow Flag (OSPRO-YF) Assessment Tool, which assesses 11 general and pain-related psychological distress constructs (depression, anxiety, fear of movement, self-efficacy for managing one's own pain). We used OSPRO-YF scores to compare levels of psychological distress between the cohorts. Cohen's d effect sizes were calculated to determine the magnitude of differences between the groups, with d = 0.20, d = 0.50, and d = 0.80 indicating small, medium, and large effect sizes, respectively. We used a latent class analysis to derive psychological distress phenotypes in people with OA based on the 11 OSPRO-YF psychological distress indicators. Psychological distress phenotypes are characterized by specific mood, belief, and behavioral factors that differentiate subgroups within a population. Phenotyping can help providers develop scalable treatment pathways that are better tailored to the common needs of patients. RESULTS Patients with OA demonstrated higher levels of general and pain-related psychological distress across all psychological constructs except for trait anxiety (that is, anxiety level as a personal characteristic rather than as a response to a stressful situation, like surgery) with small-to-moderate effect sizes. Characteristics with the largest effect sizes in the OA and overall OSPRO cohort were (Cohen's d) general anxiety (-0.66, lower in the OA cohort), pain catastrophizing (the tendency to ruminate over, maginfiy, or feel helpless about a pain experience, 0.47), kinesiophobia (pain-related fear of movement, 0.46), pain self-efficacy (confidence in one's own ability to manage his or her pain, -0.46, lower in the OA cohort), and self-efficacy for rehabilitation (confidence in one's own ability to perform their rehabilitation treatments, -0.44, lower in the OA cohort). The latent class analysis yielded four phenotypes (% sample): high distress (52%, 647 of 1239), low distress (26%, 322 of 1239), low self-efficacy and acceptance (low confidence in managing and willingness to accept pain) (15%, 186 of 1239), and negative pain coping (exhibiting poor pain coping skills) (7%, 84 of 1239). The classification error rate was near zero (2%), and the median of posterior probabilities used to assign subgroup membership was 0.99 (interquartile range 0.98 to 1.00), both indicating excellent model performance. The high-distress group had the lowest mean age (61 ± 11 years) and highest levels of pain intensity (6 ± 2) and disability (HOOS JR: 50 ± 15; KOOS JR: 47 ± 15), whereas the low-distress group had the highest mean age (63 ± 10 years) and lowest levels of pain (4 ± 2) and disability (HOOS JR: 63 ± 15; KOOS JR: 60 ± 12). However, none of these differences met or exceeded anchor-based minimal clinically important difference thresholds. CONCLUSIONS General and pain-related psychological distress are common among individuals seeking comprehensive care for hip or knee OA. Predominant existing OA care models that focus on biomedical interventions, such as corticosteroid injection or joint replacement that are designed to directly address underlying joint pathology and inflammation, may be inadequate to fully meet the care-related needs of many patients with OA due to their underlying psychological distress. We believe this because biomedical interventions do not often address psychological characteristics, which are known to influence OA-related pain and disability independent of joint pathology. Healthcare providers can develop new comprehensive hip and knee OA treatment pathways tailored to these phenotypes where services such as pain coping skills training, relaxation training, and psychological therapies are delivered to patients who exhibit phenotypes characterized by high distress or negative pain coping. Future studies should evaluate whether tailoring treatment to specific psychological phenotypes yields better clinical outcomes than nontailored treatments, or treatments that have a more biomedical focus. LEVEL OF EVIDENCE Level III, diagnostic study.
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MESH Headings
- Adaptation, Psychological
- Adult
- Affect
- Aged
- Arthralgia/diagnosis
- Arthralgia/etiology
- Arthralgia/psychology
- Arthralgia/therapy
- Cross-Sectional Studies
- Disability Evaluation
- Female
- Humans
- Male
- Mental Health
- Middle Aged
- Osteoarthritis, Hip/complications
- Osteoarthritis, Hip/diagnosis
- Osteoarthritis, Hip/psychology
- Osteoarthritis, Hip/therapy
- Osteoarthritis, Knee/complications
- Osteoarthritis, Knee/diagnosis
- Osteoarthritis, Knee/psychology
- Osteoarthritis, Knee/therapy
- Pain Measurement
- Patient Acceptance of Health Care
- Phenotype
- Predictive Value of Tests
- Psychological Distress
- Retrospective Studies
- Risk Assessment
- Risk Factors
- Self Efficacy
- Stress, Psychological/diagnosis
- Stress, Psychological/etiology
- Stress, Psychological/psychology
- Stress, Psychological/therapy
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Affiliation(s)
- Trevor A Lentz
- T. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA
- T. A. Lentz, S. Z. George, W. Jiranek, R. C. Mather, Department of Orthopaedic Surgery, Duke University, Durham NC, USA
| | - Steven Z George
- T. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA
- T. A. Lentz, S. Z. George, W. Jiranek, R. C. Mather, Department of Orthopaedic Surgery, Duke University, Durham NC, USA
| | - Olivia Manickas-Hill
- O. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Morven R Malay
- M. Malay, Department of Physical Therapy and Occupational Therapy, Duke University Health System, Durham, NC, USA
| | - Jonathan O'Donnell
- O. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Prakash Jayakumar
- O. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - William Jiranek
- T. A. Lentz, S. Z. George, W. Jiranek, R. C. Mather, Department of Orthopaedic Surgery, Duke University, Durham NC, USA
| | - Richard C Mather
- T. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA
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Vongsirinavarat M, Nilmart P, Somprasong S, Apinonkul B. Identification of knee osteoarthritis disability phenotypes regarding activity limitation: a cluster analysis. BMC Musculoskelet Disord 2020; 21:237. [PMID: 32284051 PMCID: PMC7155250 DOI: 10.1186/s12891-020-03260-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 04/02/2020] [Indexed: 12/19/2022] Open
Abstract
Background Studies have reported the subtypes of individuals with knee osteoarthritis (OA) attempting to cluster this heterogonous condition. Activity limitations are commonly used to set goals in knee OA management and better identify subgroups based on level of disability in this patient population. Therefore, the objective of this study was to identify those activity limitations which could classify the disability phenotypes of knee OA. The phenotypes were also validated by comparing impairments and participation restrictions. Methods Participants comprised individuals with symptomatic knee OA. They were interviewed and undertook physical examination according to a standard evaluation forms based on the International Classification of Functioning, Disability and Health (ICF) model. Cluster analysis was used to determine those activity limitations which could best classify the phenotypes of knee OA. To validate the clustered variables, comparisons and regression analysis were performed for the impairments consisting of pain intensity, passive range of motion and muscle strength, and the participation restrictions included the difficulty level of acquiring goods and services and community life. Results In all, 250 participants with symptomatic knee OA were enrolled in the study. Three activity limitations identified from data distribution and literature were used as the cluster variables, included the difficulty level of maintaining a standing position, timed stair climbing and 40-m self-paced walk test. The analysis showed four phenotypes of individuals with knee OA according to the levels of disability from no to severe level of disability. All parameters of impairment and participation restrictions significantly differed among phenotypes. Subgroups with greater disability experienced worse pain intensity, limited range of motion (ROM), muscle power and participation restriction levels. The variance accounted for of the subgroups were also greater than overall participants. Conclusion The results of this study emphasized the heterogeneous natures of knee OA. Three activity limitations identified could classify the individuals with symptomatic knee OA to homogeneous subgroups from no to severe level of disability. The management plan, based on these homogeneous subgroups of knee OA, could be designated by considering the levels of impairments and participation restrictions.
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Affiliation(s)
- Mantana Vongsirinavarat
- Faculty of Physical Therapy, Mahidol University, Putthamonthon, Nakhon Pathom, 73170, Thailand.
| | - Patcharin Nilmart
- Department of Physical Therapy, School of Allied Health Science, Walailak University, Nakhon Si Thammarat, Thailand
| | - Sirikarn Somprasong
- Faculty of Physical Therapy, Mahidol University, Putthamonthon, Nakhon Pathom, 73170, Thailand
| | - Benjawan Apinonkul
- Faculty of Physical Therapy, Mahidol University, Putthamonthon, Nakhon Pathom, 73170, Thailand
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Carlesso LC, Neogi T. Understanding the Complexity of Pain in Osteoarthritis Through the Use of Pain Phenotyping: Current Evidence. CURRENT TREATMENT OPTIONS IN RHEUMATOLOGY 2020. [DOI: 10.1007/s40674-020-00144-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Age does not affect sex effect of conditioned pain modulation of pressure and thermal pain across 2 conditioning stimuli. Pain Rep 2019; 5:e796. [PMID: 32072094 PMCID: PMC7004505 DOI: 10.1097/pr9.0000000000000796] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 09/24/2019] [Accepted: 10/05/2019] [Indexed: 11/26/2022] Open
Abstract
Introduction: Conditioned pain modulation (CPM) is a laboratory test resulting in pain inhibition through activation of descending inhibitory mechanisms. Older adults consistently demonstrate reduced CPM compared with younger samples; however, studies of sex differences in younger cohorts have shown mixed results. Objectives: This study tested for sex differences in CPM within samples of younger and older adults. Methods: Participants were 67 younger adults (mean age = 25.4 years) and 50 older adults (66.4 years). Study conditioning paradigms were the cold-pressor test and contact heat pain administered in separate sessions. Pressure pain threshold and ramping suprathreshold heat were the test stimuli across three time points after presentation of the conditioning stimuli (CS). Results: Significant inhibition was observed during both testing sessions. The hypothesis for sex differences across both age cohorts was supported only for ∆PPTh. However, sex differences did not reach significance for either paradigm using ascending suprathreshold heat as the test stimuli. The overall trend was that younger males experienced the strongest CPM and older females the weakest. From a methodological perspective, duration differences were seen in CPM, with inhibition decaying more quickly for PPTh than for suprathreshold heat pain. Furthermore, there were no differences in inhibition induced by cold-pressor test and contact heat pain as CS. Conclusion: Sex differences were similar across both age cohorts with males experiencing greater inhibition than females. Cross-sectional associations were also demonstrated between CPM inhibition and measures of recent pain, further supporting CPM as an experimental model with clinical utility.
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Comparing the association of widespread pain, multi-joint pain and low back pain with measures of pain sensitization and function in people with knee osteoarthritis. Clin Rheumatol 2019; 39:873-879. [PMID: 31713734 DOI: 10.1007/s10067-019-04828-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Revised: 10/13/2019] [Accepted: 10/17/2019] [Indexed: 01/09/2023]
Abstract
INTRODUCTION/OBJECTIVES To compare 1. measures of pain sensitization (PS) in people with widespread pain (WSP), multi-joint pain, low back pain (LBP) and knee osteoarthritis (KOA) only, in people with knee OA and 2. results of self-reported function and physical performance tests amongst these sub groups. METHODOLOGY Patients with knee OA consulting an orthopaedic surgeon were recruited from three Montreal area hospitals. A body homunculus was used to identify the presence of WSP (Y/N), multi-joint pain using a joint count (≥ 2 joints) and LBP (Y/N). Tests included pressure pain thresholds (PPT), temporal summation (TS), conditioned pain modulation and three physical performance tests. The Knee Injury and Osteoarthritis Outcome Score (KOOS) assessed self-reported function. Means were compared with Welch's ANOVA, post hoc tests and multiple regression analysis were performed. RESULTS Two hundred twenty-one participants were evaluated (mean age: 63.4 ± 9.9 years, females n = 135 (61.1%)). Those with WSP significantly differed from those with LBP on PPT mean - 1.4, 95%CI (- 2.4, - 0.4), TS 10.3 (2.1, 18.5) and the stair climb test (SCT) 5.6 (1.3, 9.9). Those with WSP significantly differed from those with KOA only on TS 9.5 (1.0, 18.1), SCT 6.3 (2.0, 10.6) and KOOS - 14.2 (- 26.5, - 2.0). CONCLUSION In patients with knee OA, those with WSP demonstrated greater degrees of PS compared with those with knee OA only, LBP and multi-joint pain. They also demonstrated a slower SCT compared with those with KOA only and LBP and decreased self-reported function compared with those with KOA only. These results should be confirmed in a longitudinal study.Key Points• In people with knee OA and widespread pain, measures of sensitization, self-reported function and physical performance were poorer compared with those with knee OA and LBP, knee OA and multi-joint pain or knee OA only.• Clinicians can consider these outcomes when planning management for these subgroups planning a comprehensive treatment program for this subgroup.
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Rice D, McNair P, Huysmans E, Letzen J, Finan P. Best Evidence Rehabilitation for Chronic Pain Part 5: Osteoarthritis. J Clin Med 2019; 8:jcm8111769. [PMID: 31652929 PMCID: PMC6912819 DOI: 10.3390/jcm8111769] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2019] [Accepted: 09/30/2019] [Indexed: 02/06/2023] Open
Abstract
Osteoarthritis (OA) is a leading cause of chronic pain and disability in older adults, which most commonly affects the joints of the knee, hip, and hand. To date, there are no established disease modifying interventions that can halt or reverse OA progression. Therefore, treatment is focused on alleviating pain and maintaining or improving physical and psychological function. Rehabilitation is widely recommended as first-line treatment for OA as, in many cases, it is safer and more effective than the best-established pharmacological interventions. In this article, we describe the presentation of OA pain and give an overview of its peripheral and central mechanisms. We then provide a state-of-the-art review of rehabilitation for OA pain—including self-management programs, exercise, weight loss, cognitive behavioral therapy, adjunct therapies, and the use of aids and devices. Next, we explore several promising directions for clinical practice, including novel education strategies to target unhelpful illness and treatment beliefs, methods to enhance the efficacy of exercise interventions, and innovative, brain-directed treatments. Finally, we discuss potential future research in areas, such as treatment adherence and personalized rehabilitation for OA pain.
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Affiliation(s)
- David Rice
- Health and Rehabilitation Research Institute, Auckland University of Technology, Auckland 1142, New Zealand.
- Waitemata Pain Service, Department of Anaesthesiology and Perioperative Medicine, Waitemata District Health Board, Auckland 1142, New Zealand.
| | - Peter McNair
- Health and Rehabilitation Research Institute, Auckland University of Technology, Auckland 1142, New Zealand.
| | - Eva Huysmans
- Pain in Motion International Research Group.
- Department of Physiotherapy, Human Physiology and Anatomy, Faculty of Physical Education & Physiotherapy, Vrije Universiteit Brussel, 1090 Brussel, Belgium.
- Department of Public Health (GEWE), Faculty of Medicine and Pharmacy, Vrije Universiteit Brussel, 1090 Brussels, Belgium.
- I-CHER, Interuniversity Center for Health Economics Research, 1090 Brussels, Belgium.
- Department of Physical Medicine and Physiotherapy, Universitair Ziekenhuis Brussel, 1090 Brussels, Belgium.
| | - Janelle Letzen
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.
| | - Patrick Finan
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.
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Deveza LA, Nelson AE, Loeser RF. Phenotypes of osteoarthritis: current state and future implications. Clin Exp Rheumatol 2019; 37 Suppl 120:64-72. [PMID: 31621574 PMCID: PMC6936212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 09/04/2019] [Indexed: 06/10/2023]
Abstract
In the most recent years, an extraordinary research effort has emerged to disentangle osteoarthritis heterogeneity, opening new avenues for progressing with therapeutic development and unravelling the pathogenesis of this complex condition. Several phenotypes and endotypes have been proposed albeit none has been sufficiently validated for clinical or research use as yet. This review discusses the latest advances in OA phenotyping including how new modern statistical strategies based on machine learning and big data can help advance this field of research.
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Affiliation(s)
- Leticia A Deveza
- Rheumatology Department, Royal North Shore Hospital and Institute of Bone and Joint Research, Kolling Institute, University of Sydney, NSW, Australia.
| | - Amanda E Nelson
- Department of Medicine, University of North Carolina at Chapel Hill, and Thurston Arthritis Research Center, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Richard F Loeser
- Department of Medicine, University of North Carolina at Chapel Hill, and Thurston Arthritis Research Center, University of North Carolina School of Medicine, Chapel Hill, NC, USA
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Booker S, Cardoso J, Cruz-Almeida Y, Sibille KT, Terry EL, Powell-Roach KL, Riley JL, Goodin BR, Bartley EJ, Addison AS, Staud R, Redden D, Bradley L, Fillingim RB. Movement-evoked pain, physical function, and perceived stress: An observational study of ethnic/racial differences in aging non-Hispanic Blacks and non-Hispanic Whites with knee osteoarthritis. Exp Gerontol 2019; 124:110622. [PMID: 31154005 PMCID: PMC6660381 DOI: 10.1016/j.exger.2019.05.011] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 05/23/2019] [Accepted: 05/24/2019] [Indexed: 12/21/2022]
Abstract
BACKGROUND Knee osteoarthritis (OA) is a pervasive musculoskeletal condition, often exacerbated by movement-evoked pain (MEP). Despite established research demonstrating significant racial differences in OA pain, few studies have investigated ethnic/racial group differences in MEP and lower extremity function and their association with psychosocial factors, such as perceived stress. Therefore, the primary aims were: (1) to identify ethnic/racial group differences in persons with or at risk for knee OA pain based on MEP, physical performance, and perceived stress measures, and (2) to determine if perceived stress explains the relationship between MEP and function in non-Hispanic Blacks (NHBs) and non-Hispanic Whites (NHWs). METHODS A total of 162 NHB and NHW community-dwelling older adults (50-78 years of age) were included in this analysis from the Understanding Pain and Limitations in Osteoarthritic Disease (UPLOAD) cross-sectional cohort study. Demographic, anthropometric, pain and functional parameters were assessed using a battery of validated instruments. Descriptive statistics, parametric, and multivariate analyses were conducted to determine ethnic/racial differences in perceived stress, MEP, and function. RESULTS Our results support the hypothesis that among persons with knee OA pain, NHBs have significantly greater MEP and lower functional level, despite similar levels of perceived stress. However, perceived stress was more strongly related to MEP in NHB compared to NHWs. Differences in function were limited to walking speed, where NHWs demonstrated faster gait speed. CONCLUSIONS Our cross-sectional study demonstrated important ethnic/racial differences in MEP and function. Also, perceived stress had a stronger effect on MEP in NHBs, suggesting that perceived stress may more strongly influence pain with physical movement among NHB adults. MEP may be a clinically important pain outcome to measure in persons with OA, and these data warrant future research on the impact of stress on pain and functional outcomes in older adults, particularly in NHBs.
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Affiliation(s)
- Staja Booker
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA.
| | - Josue Cardoso
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
| | - Yenisel Cruz-Almeida
- The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA; The University of Florida, Department of Aging & Geriatric Research, College of Medicine, Gainesville, FL 32611, USA
| | - Kimberly T Sibille
- The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA; The University of Florida, Department of Aging & Geriatric Research, College of Medicine, Gainesville, FL 32611, USA
| | - Ellen L Terry
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
| | - Keesha L Powell-Roach
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
| | - Joseph L Riley
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
| | - Burel R Goodin
- University of Alabama at Birmingham, Department of Psychology, Birmingham, AL 35294, USA
| | - Emily J Bartley
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
| | | | - Roland Staud
- The University of Florida, Department of Medicine, Gainesville, FL 32608, USA
| | - David Redden
- University of Alabama at Birmingham, Department of Biostatistics, Birmingham, AL 35294, USA; University of Alabama at Birmingham, Department Medicine and Rheumatology, Birmingham, AL 35294, USA
| | - Laurence Bradley
- University of Alabama at Birmingham, Division of Clinical Immunology and Rheumatology, Birmingham, AL 35294, USA
| | - Roger B Fillingim
- The University of Florida, Department of Community Dentistry and Behavioral Science, Gainesville, FL 32610, USA; The University of Florida, Pain Research and Intervention Center of Excellence, Gainesville, FL 32610, USA
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