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Junghaenel DU, Fillingim RB, Pratscher SD, Goldstein S, Mackey S, Stone AA. Development and preliminary testing of a comprehensive Ecological Momentary Assessment of people with chronic pain. THE JOURNAL OF PAIN 2025; 29:105328. [PMID: 39900321 PMCID: PMC11925663 DOI: 10.1016/j.jpain.2025.105328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 01/17/2025] [Accepted: 01/29/2025] [Indexed: 02/05/2025]
Abstract
Ecological Momentary Assessment (EMA) is a data collection method to understand people's real-time experience in daily life. To date, no standard instrument exists to measure the pain experience using EMA that provides relevant information for most chronic pain conditions. The goal of this study was to fill this gap by developing a comprehensive EMA pain instrument (cEMAp). Drawing on extant validated retrospective pain measures, the items represented the following pain-relevant constructs: (1) pain intensity, (2) pain fluctuations and patterns, (3) time in pain, (4) pain sensations, (5) pain location, (6) focusing on pain and distraction, (7) pain behavior, (8) other pain sensations, (9) pain impact, (10) pain concerns, (11) causes of pain relief and exacerbations, and (12) pain typicality. Subsequently, interviews with fifty-three adults (mean age=57 years, SD=13.4; female: 74%) with chronic pain were conducted to confirm the relevance and appropriateness of the selected items for real-time pain measurement. We then created an electronic version of the instrument utilizing information from 2-h intervals. We examined its feasibility and acceptability in a 1-week EMA design in a separate sample of twenty adults with chronic pain (mean age=56 years, SD=14.2). Results showed that EMA completion time was reasonable (mean=3.8 min, SD=2.5). Participants reported that the prompts were non-disruptive, the questions overall captured their pain experience, and the frequent pain assessments were useful. We expect this new instrument will allow researchers and clinicians to paint a fine-grained and nuanced picture of people's everyday pain in a comprehensive and standardized way. PERSPECTIVE: This article presents the development of a new pain assessment based on Ecological Momentary Assessment to comprehensively measure chronic pain in daily life. Continued use and examination of the new instrument could facilitate standardization and comparability of momentary pain assessment methods across studies and chronic pain conditions.
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Affiliation(s)
- Doerte U Junghaenel
- Dornsife Center for Self-Report Science and Center for Economic & Social Research, University of Southern California, CA, USA; Department of Psychology, University of Southern California, CA, USA.
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, FL, USA
| | - Steven D Pratscher
- Department of Community Dentistry and Behavioral Science, University of Florida, FL, USA
| | - Sarah Goldstein
- Dornsife Center for Self-Report Science and Center for Economic & Social Research, University of Southern California, CA, USA
| | - Sean Mackey
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford, CA, USA
| | - Arthur A Stone
- Dornsife Center for Self-Report Science and Center for Economic & Social Research, University of Southern California, CA, USA; Department of Psychology, University of Southern California, CA, USA
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Edwards KA, Dildine TC, You DS, Herrick AM, Darnall BD, Mackey SC, Ziadni MS. Zoom-Delivered Empowered Relief for Chronic Pain: Observational Longitudinal Pilot Study Exploring Feasibility and Pain-Related Outcomes in Patients on Long-Term Opioids. JMIR Form Res 2025; 9:e68292. [PMID: 40068160 PMCID: PMC11937707 DOI: 10.2196/68292] [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: 11/07/2024] [Revised: 01/06/2025] [Accepted: 01/30/2025] [Indexed: 03/19/2025] Open
Abstract
BACKGROUND Patients with chronic pain on long-term opioid therapy often face barriers to accessing effective nonpharmacological treatments, including the burden of multiple sessions, lack of trained clinicians, and travel time. Empowered Relief (ER), a 2-hour, single-session pain relief skills class, can improve pain and quality of life among patients with chronic pain when delivered in person or virtually. OBJECTIVE This study examined the impact of Zoom-delivered ER among people with chronic pain on long-term opioid therapy. We assessed (1) the feasibility and acceptability of Zoom-delivered ER; (2) changes in pain and opioid use outcomes at 3 and 6 months after treatment; and (3) daily associations among pain, opioid dose, and the Pain Catastrophizing Scale (PCS) before and after treatment. METHODS During the early COVID-19 pandemic, we conducted an uncontrolled pilot study of a Zoom-delivered ER among 60 adults (n=45, 76% female participants; n=52, 88% White participants) experiencing chronic pain who were receiving daily prescribed opioids (≥10 morphine-equivalent daily dose). Participants completed assessments at enrollment, before class, after class, 3 months after treatment, and 6 months after treatment. Furthermore, participants completed 2 daily assessment periods (spanning 14 consecutive days) before and after the class. We used a multilevel modeling approach to examine (1) the raw changes in PCS, average pain intensity, pain interference, and self-reported opioid dose at 3 and 6 months after treatment and (2) daily-level changes in average pain intensity and opioid dose before and after the class. RESULTS Of the 60 participants enrolled, 41 (68%) attended the class and 24 (59% of the 41 class attendees) reported satisfaction with the Zoom-delivered class. PCS score was significantly reduced at 3 months (β=-3.49, P=.01; Cohen d=0.35) and 6 months after treatment (β=-3.61, P=.01; Cohen d=0.37), and pain intensity was significantly reduced at 3 months (β=-0.56, P=.01; Cohen d=0.39) compared to enrollment. There were no significant reductions in pain interference or opioid dose. Across daily assessments, higher daily pain catastrophizing was associated with worse daily pain (β=.42, P<.001) and higher self-reported opioid use (β=3.14, P<.001); daily pain intensity significantly reduced after the class (β=-.50, P<.001). People taking prescribed opioids as needed trended toward decreasing their daily opioid use after the class (β=-9.31, P=.02), although this result did not survive correction for multiplicity. CONCLUSIONS Improvements to future Zoom-delivered ER iterations are needed to improve feasibility and acceptability among people with chronic pain and daily prescribed opioid use. Despite this, findings show a promising preliminary impact of the intervention on pain outcomes. A larger randomized controlled trial of Zoom-delivered ER among this patient population is currently under way.
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Affiliation(s)
- Karlyn A Edwards
- Division of General Internal Medicine, Department of Medicine, University of Pittsburgh, Pittsburgh, PA, United States
| | - Troy C Dildine
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
| | - Dokyoung S You
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
| | - Ashley M Herrick
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
| | - Beth D Darnall
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
| | - Sean C Mackey
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
| | - Maisa S Ziadni
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Stanford, CA, United States
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Goossens Z, Van Stallen A, Vermuyten J, De Deyne M, Rice D, Runge N, Huysmans E, Vantilborgh T, Nijs J, Mairesse O, De Baets L. Day-to-day associations between pain intensity and sleep outcomes in an adult chronic musculoskeletal pain population: A systematic review. Sleep Med Rev 2025; 79:102013. [PMID: 39467486 DOI: 10.1016/j.smrv.2024.102013] [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: 04/18/2024] [Revised: 08/02/2024] [Accepted: 09/27/2024] [Indexed: 10/30/2024]
Abstract
BACKGROUND In individuals with chronic musculoskeletal pain, a reciprocal relationship between sleep and pain across short and long-term evaluations exists. Sleep influences pain levels, while the level of pain also impairs sleep. However, given the day-to-day variability of both sleep and pain intensity, assessing this relationship within a daily time frame should be considered. OBJECTIVES To systematically review the literature concerning the bidirectional day-to-day relationship between night-time sleep variables and day-time pain intensity in individuals with chronic musculoskeletal pain. METHODS A systematic search (final search on October 12, 2023) in four databases (PubMed, Web of Science, Embase, PsycInfo) identified eligible articles based on pre-defined criteria. Three independent reviewers executed data extraction and risk of bias assessment using the "Quality In Prognosis Studies" tool. The study findings were synthesized narratively. RESULTS Eleven articles (1014 study participants; 83 associations) were included. A bidirectional relationship between pain intensity and sleep was found. Nine articles indicated night-time sleep quality to be a more consistent predictor for next day pain intensity than vice versa. CONCLUSION Nonetheless the bidirectional day-to-day sleep-pain relationship in individuals with chronic musculoskeletal pain, results suggest that self-reported sleep quality has a stronger predictive value on pain intensity then vice versa.
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Affiliation(s)
- Z Goossens
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Brain, Body and Cognition (BBCO), Faculty of Psychology and Educational Sciences, Vrije Universiteit Brussel (VUB), Brussels, Belgium
| | - A Van Stallen
- Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium
| | - J Vermuyten
- Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium
| | - M De Deyne
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Musculoskeletal Rehabilitation Research Group, Department of Rehabilitation Sciences, Faculty of Movement and Rehabilitation Sciences, KU Leuven, Belgium
| | - D Rice
- Pain and Musculoskeletal Conditions Research Group, Health and Rehabilitation Research Institute, Auckland, New Zealand; Department of Anaesthesiology and Perioperative Medicine, Waitematā Pain Service, Te Whatu Ora Waitematā, Auckland, New Zealand
| | - N Runge
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Brain, Body and Cognition (BBCO), Faculty of Psychology and Educational Sciences, Vrije Universiteit Brussel (VUB), Brussels, Belgium; Musculoskeletal Rehabilitation Research Group, Department of Rehabilitation Sciences, Faculty of Movement and Rehabilitation Sciences, KU Leuven, Belgium
| | - E Huysmans
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Research Foundation - Flanders (FWO), Brussels, Belgium; Chronic Pain Rehabilitation, Department of Physical Medicine and Physiotherapy, University Hospital Brussels, Belgium
| | - T Vantilborgh
- Work and Organizational Psychology Research Group (WOPs), Department of Psychology, Vrije Universiteit Brussel, Brussels, Belgium
| | - J Nijs
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Chronic Pain Rehabilitation, Department of Physical Medicine and Physiotherapy, University Hospital Brussels, Belgium; Department of Health and Rehabilitation, Unit of Physiotherapy, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Sweden
| | - O Mairesse
- Brain, Body and Cognition (BBCO), Faculty of Psychology and Educational Sciences, Vrije Universiteit Brussel (VUB), Brussels, Belgium; Brussels University Consultation Center, Department of Psychology, Faculty of Psychology and Educa-tional Sciences, Vrije Universiteit Brussel, Brussels, Belgium; Vital Signs and PERformance Monitoring (VIPER), LIFE Department, Royal Military Academy, Brussels, Belgium; Laboratoire de Psychologie Médicale et Addictologie, CHU/UVC Brugmann, Brussels, Belgium
| | - L De Baets
- Pain in Motion Research Group (PAIN), Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussel, 1050, Belgium; Chronic Pain Rehabilitation, Department of Physical Medicine and Physiotherapy, University Hospital Brussels, Belgium; Musculoskeletal Rehabilitation Research Group, Department of Rehabilitation Sciences, Faculty of Movement and Rehabilitation Sciences, KU Leuven, Belgium; Department of Physical Medicine and Physiotherapy, UZ Leuven, Belgium.
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Gnall KE, Hooker JE, Doorley JD, Bakhshaie J, Vranceanu AM. Perceived discrimination and pain outcomes among black adults with chronic musculoskeletal pain: identifying modifiable psychosocial risk factors. J Behav Med 2025; 48:176-187. [PMID: 39367237 DOI: 10.1007/s10865-024-00522-1] [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: 01/31/2024] [Accepted: 09/05/2024] [Indexed: 10/06/2024]
Abstract
Chronic musculoskeletal pain (CMP) is highly prevalent, frequently associated with negative health outcomes, and disproportionately impacts Black Americans. Perceived racial and ethnic discrimination has emerged as a factor that may influence the experience of chronic pain in this population. Identifying modifiable psychosocial factors that influence the link between perceived discrimination and pain and that can be directly targeted in treatment is vital to reducing the disproportionate burden of CMP among Black individuals. The present study examines the moderating role of five risk factors (i.e., pain avoidance, pain fusion, experiential avoidance, pain catastrophizing, and pain anxiety) on the relationship between perceived discrimination and pain outcomes (i.e., pain intensity and interference) in a sample of 401 Black adults with CMP. We recruited 401 Black individuals (Mage = 35.98, 51.9% female) with self-reported CMP and assessed their self-reported perceived discrimination, pain intensity, pain interference, and pain-related psychosocial risk factors. Results indicated that higher scores on each of the psychosocial risk factors (i.e., pain avoidance, pain fusion, experiential avoidance, pain catastrophizing, and pain anxiety) were significantly associated with greater pain intensity and pain interference (all ps < 0.01). Further, pain avoidance (B = 0.12, p = .006), pain fusion (B = 0.13, p = .002), and pain anxiety (B = 0.13, p = .002) each significantly moderated the relation between perceived discrimination and pain intensity. Greater perceived discrimination was associated with greater pain intensity at higher levels of avoidance and fusion, and was associated with less pain intensity at lower levels of avoidance and pain anxiety. In interaction models predicting pain interference, both pain fusion (B = 0.14, p = .001) and pain anxiety (B = 0.10, p = .01) significantly moderated the relation between perceived discrimination and pain interference. Perceived discrimination was associated with greater pain interference at higher levels of pain fusion and pain anxiety, and was not associated with pain interference at lower levels of pain fusion and pain anxiety. The present findings provide important insights into psychosocial risk factors that moderate the link between perceived discrimination and pain outcomes, providing important clinical implications for the treatment of Black adults with chronic musculoskeletal pain.
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Affiliation(s)
- Katherine E Gnall
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
| | - Julia E Hooker
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, One Bowdoin Square, 1st Floor, Suite 100, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
| | - James D Doorley
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, One Bowdoin Square, 1st Floor, Suite 100, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
- Department of Sports Medicine, United States Olympic & Paralympic Committee Colorado Springs, CO, USA
| | - Jafar Bakhshaie
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, One Bowdoin Square, 1st Floor, Suite 100, Boston, MA, 02114, USA
- Harvard Medical School, Boston, MA, USA
| | - Ana-Maria Vranceanu
- Center for Health Outcomes and Interdisciplinary Research (CHOIR), Department of Psychiatry, Massachusetts General Hospital, One Bowdoin Square, 1st Floor, Suite 100, Boston, MA, 02114, USA.
- Harvard Medical School, Boston, MA, USA.
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Hofmann VE, Glombiewski JA, Kininger F, Scholten S. How to personalise cognitive-behavioural therapy for chronic primary pain using network analysis: study protocol for a single-case experimental design with multiple baselines. BMJ Open 2024; 14:e089319. [PMID: 39627123 PMCID: PMC11624839 DOI: 10.1136/bmjopen-2024-089319] [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: 05/27/2024] [Accepted: 11/01/2024] [Indexed: 12/09/2024] Open
Abstract
INTRODUCTION Cognitive-behavioural therapy (CBT) is an effective treatment for chronic primary pain (CPP), but effect sizes are small to moderate. Process orientation, personalisation, and data-driven clinical decision-making might address the heterogeneity among persons with CPP and are thus promising pathways to enhance the effectiveness of CBT for CPP. This study protocol describes one approach to personalise CBT for CPP using network analysis. METHODS AND ANALYSIS A single-case experimental design with multiple baselines will be combined with ecological momentary assessment (EMA). Feasibility and acceptance of the study procedure will be demonstrated on a sample of n=12 adults with CPP in an outpatient clinic. In phase A, participants complete 21 days of EMA, followed by the standard diagnostic phase of routine clinical care (phase B). Person-specific, process-based networks are estimated based on EMA data. Treatment targets are selected using mean ratings, strength and out-strength centrality. After a second, randomised baseline (phase A'), participants will receive 1 out of 10 CBT interventions, selected by an algorithm matching targets to interventions, in up to 10 sessions (phase C). Finally, another EMA phase of 21 days will be completed to estimate a post-therapy network. Tau-U and Hedges' g are used to indicate individual treatment effects. Additionally, conventional pain disability measures (Pain Disability Index and the adapted Quebec Back Pain Disability Scale) are assessed prior, post, and 3 months after phase C. ETHICS AND DISSEMINATION Ethical considerations were made with regard to the assessment-induced burden on the participants. This proof-of-concept study may guide future studies aiming at personalisation of CBT for CPP as it outlines methodological decisions that need to be considered step by step. The project was approved by the local ethics committee of the psychology department of University Kaiserslautern-Landau (#LEK-457). Participants gave their written informed consent prior to any data assessment and app installation. The results of the project will be published, presented at congresses, and relevant data will be made openly accessible via the Open Science Framework (OSF). TRIAL REGISTRATION NUMBER NCT06179784.
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Affiliation(s)
| | | | - Felicitas Kininger
- Clinical Psychology and Psychotherapy, RPTU Kaiserslautern-Landau, Landau, Germany
| | - Saskia Scholten
- Clinical Psychology and Psychotherapy, RPTU Kaiserslautern-Landau, Landau, Germany
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Fiedler J, Bergmann MR, Sell S, Woll A, Stetter BJ. Just-in-Time Adaptive Interventions for Behavior Change in Physiological Health Outcomes and the Use Case for Knee Osteoarthritis: Systematic Review. J Med Internet Res 2024; 26:e54119. [PMID: 39331951 PMCID: PMC11470223 DOI: 10.2196/54119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 06/13/2024] [Accepted: 07/20/2024] [Indexed: 09/29/2024] Open
Abstract
BACKGROUND The prevalence of knee osteoarthritis (KOA) in the adult population is high and patients profit from individualized therapy approaches. Just-in-time adaptive interventions (JITAIs) are upcoming digital interventions for behavior change. OBJECTIVE This systematic review summarizes the features and effectiveness of existing JITAIs regarding important physiological health outcomes and derives the most promising features for the use case of KOA. METHODS The electronic databases PubMed, Web of Science, Scopus, and EBSCO were searched using keywords related to JITAIs, physical activity (PA), sedentary behavior (SB), physical function, quality of life, pain, and stiffness. JITAIs for adults that focused on the effectiveness of at least 1 of the selected outcomes were included and synthesized qualitatively. Study quality was assessed with the Quality Assessment Tool Effective Public Health Practice Project. RESULTS A total of 45 studies with mainly weak overall quality were included in this review. The studies were mostly focused on PA and SB and no study examined stiffness. The design of JITAIs varied, with a frequency of decision points from a minute to a day, device-based measured and self-reported tailoring variables, intervention options including audible or vibration prompts and tailored feedback, and decision rules from simple if-then conditions based on 1 variable to more complex algorithms including contextual variables. CONCLUSIONS The use of frequent decision points, device-based measured tailoring variables accompanied by user input, intervention options tailored to user preferences, and simple decision rules showed the most promising results in previous studies. This can be transferred to a JITAI for the use case of KOA by using target variables that include breaks in SB and an optimum of PA considering individual knee load for the health benefits of patients.
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Affiliation(s)
- Janis Fiedler
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Matteo Reiner Bergmann
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Stefan Sell
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Alexander Woll
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Bernd J Stetter
- Institute of Sports and Sports Science, Karlsruhe Institute of Technology, Karlsruhe, Germany
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Munsell EGS, Bui Q, Kaufman KJ, Tomazin SE, Regan BA, Lenze EJ, Lee JM, Mohr DC, Fong MWM, Metts CL, Pham V, Wong AWK. Intraindividual variability in post-stroke cognition and its relationship with activities of daily living and social functioning: an ecological momentary assessment approach. Top Stroke Rehabil 2024; 31:564-575. [PMID: 38278142 DOI: 10.1080/10749357.2024.2307203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 01/12/2024] [Indexed: 01/28/2024]
Abstract
INTRODUCTION Ecological momentary assessment (EMA) is a methodological approach to studying intraindividual variation over time. This study aimed to use EMA to determine the variability of cognition in individuals with chronic stroke, identify the latent classes of cognitive variability, and examine any differences in daily activities, social functioning, and neuropsychological performance between these latent classes. METHODS Participants (N = 202) with mild-to-moderate stroke and over 3-month post-stroke completed a study protocol, including smartphone-based EMA and two lab visits. Participants responded to five EMA surveys daily for 14 days to assess cognition. They completed patient-reported measures and neuropsychological assessments during lab visits. Using latent class analysis, we derived four indicators to quantify cognitive variability and identified latent classes among participants. We used ANOVA and Chi-square to test differences between these latent classes in daily activities, social functioning, and neuropsychological performance. RESULTS The latent class analysis converged on a three-class model. The moderate and high variability classes demonstrated significantly greater problems in daily activities and social functioning than the low class. They had significantly higher proportions of participants with problems in daily activities and social functioning than the low class. Neuropsychological performance was not statistically different between the three classes, although a trend approaching statistically significant difference was observed in working memory and executive function domains. DISCUSSION EMA could capture intraindividual cognitive variability in stroke survivors. It offers a new approach to understanding the impact and mechanism of post-stroke cognitive problems in daily life and identifying individuals benefiting from self-regulation interventions.
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Affiliation(s)
- Elizabeth G S Munsell
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, IL, USA
- Center for Education in Health Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Quoc Bui
- Division of Biostatistics, Washington University School of Medicine, St. Louis, MO, USA
| | - Katherine J Kaufman
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Stephanie E Tomazin
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Bridget A Regan
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, IL, USA
| | - Eric J Lenze
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Jin-Moo Lee
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
| | - David C Mohr
- Center for Behavioral Intervention Technologies and Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Christopher L Metts
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Vy Pham
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Alex W K Wong
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, IL, USA
- Department of Physical Medicine and Rehabilitation and Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Leroux A, Crainiceanu C, Zeger S, Taub M, Ansari B, Wager TD, Bayman E, Coffey C, Langefeld C, McCarthy R, Tsodikov A, Brummet C, Clauw DJ, Edwards RR, Lindquist MA. Statistical modeling of acute and chronic pain patient-reported outcomes obtained from ecological momentary assessment. Pain 2024; 165:1955-1965. [PMID: 38718196 PMCID: PMC11813191 DOI: 10.1097/j.pain.0000000000003214] [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: 05/17/2023] [Accepted: 01/11/2024] [Indexed: 05/18/2024]
Abstract
ABSTRACT Ecological momentary assessment (EMA) allows for the collection of participant-reported outcomes (PROs), including pain, in the normal environment at high resolution and with reduced recall bias. Ecological momentary assessment is an important component in studies of pain, providing detailed information about the frequency, intensity, and degree of interference of individuals' pain. However, there is no universally agreed on standard for summarizing pain measures from repeated PRO assessment using EMA into a single, clinically meaningful measure of pain. Here, we quantify the accuracy of summaries (eg, mean and median) of pain outcomes obtained from EMA and the effect of thresholding these summaries to obtain binary clinical end points of chronic pain status (yes/no). Data applications and simulations indicate that binarizing empirical estimators (eg, sample mean, random intercept linear mixed model) can perform well. However, linear mixed-effect modeling estimators that account for the nonlinear relationship between average and variability of pain scores perform better for quantifying the true average pain and reduce estimation error by up to 50%, with larger improvements for individuals with more variable pain scores. We also show that binarizing pain scores (eg, <3 and ≥3) can lead to a substantial loss of statistical power (40%-50%). Thus, when examining pain outcomes using EMA, the use of linear mixed models using the entire scale (0-10) is superior to splitting the outcomes into 2 groups (<3 and ≥3) providing greater statistical power and sensitivity.
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Affiliation(s)
- Andrew Leroux
- University of Colorado, Department of Biostatistics and Informatics, Anschutz Medical Campus, Aurora, CO
| | - Ciprian Crainiceanu
- Johns Hopkins University Bloomberg School of Public Health, Department of Biostatistics, Baltimore, MD
| | - Scott Zeger
- Johns Hopkins University Bloomberg School of Public Health, Department of Biostatistics, Baltimore, MD
| | - Margaret Taub
- Johns Hopkins University Bloomberg School of Public Health, Department of Biostatistics, Baltimore, MD
| | - Briha Ansari
- Johns Hopkins University Bloomberg School of Public Health, Department of Biostatistics, Baltimore, MD
| | - Tor D. Wager
- Dartmouth College, Department of Psychological and Brain Science, Hanover, NH
| | - Emine Bayman
- University of Iowa, Department of Biostatistics, Iowa City, IA
- University of Iowa, Department of Anesthesia, Iowa City, IA
| | | | - Carl Langefeld
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston Salem, NC
- The Comprehensive Cancer Center of Wake Forest University, Winston Salem, NC
| | | | - Alex Tsodikov
- University of Michigan, Department of Biostatistics, Ann Arbor, MI
| | - Chad Brummet
- University of Michigan, Department of Anesthesiology, Ann Arbor, MI
| | - Daniel J. Clauw
- University of Michigan, Department of Anesthesiology, Ann Arbor, MI
| | - Robert R. Edwards
- Harvard Medical School, Department of Anesthesiology, Pain Management Center, Brigham and Women’s Hospital, Chestnut Hill, MA
| | - Martin A. Lindquist
- Johns Hopkins University Bloomberg School of Public Health, Department of Biostatistics, Baltimore, MD
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Overton M, Swain N, Falling C, Gwynne-Jones D, Fillingim R, Mani R. Understanding the biopsychosocial knee osteoarthritis pain experience: an ecological momentary assessment. Pain Rep 2024; 9:e1172. [PMID: 39015820 PMCID: PMC11249513 DOI: 10.1097/pr9.0000000000001172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 04/27/2024] [Accepted: 05/27/2024] [Indexed: 07/18/2024] Open
Abstract
Introduction Psychological, social, and lifestyle factors contribute to the knee osteoarthritis (OA) pain experience. These factors could be measured more accurately using smartphone ecological momentary assessment (EMA). Objectives The objective of this study was to characterise the pain experiences of those with knee OA by a smartphone EMA survey and explain how momentary psychological and social states influence knee OA pain experiences. Methods A smartphone EMA survey was designed and piloted. Eligible participants completed smartphone EMA assessing the knee OA pain experience 3 times daily for 2 weeks. Descriptive statistics were used to characterise factors involved in knee OA pain followed by the development of mixed-effects location scale models to explore heterogeneity and relationships between symptoms involved in the knee OA pain experience. Results Eighty-six community-dwelling volunteers with knee OA were recruited. Pain, psychosocial, and lifestyle factors involved in knee OA pain experience were heterogeneous and variable. Those with greater variability in pain, fatigue, negative affect, and stress had worse levels of these symptoms overall. In addition, fatigue, negative affect, stress, anxiety, loneliness, and joint stiffness demonstrated within-person relationships with knee OA pain outcomes. Conclusions Knee OA pain is a heterogeneous biopsychosocial condition. Momentary experiences of psychological, social, fatigue, and joint stiffness explain individual and between-individual differences in momentary knee OA pain experiences. Addressing these momentary factors could improve pain and functional outcomes in those with knee OA. Validation studies, including individuals with more severe knee OA presentations, are required to support findings and guide clinical interventions to improve outcomes for those with knee OA.
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Affiliation(s)
- Mark Overton
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Nicola Swain
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - Carrie Falling
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
| | - David Gwynne-Jones
- Department of Surgical Sciences, Otago School of Medicine, University of Otago, Dunedin, New Zealand
| | - Roger Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), Department of Community Dentistry and Behavioural Science, University of Florida, Gainesville, FL, USA
| | - Ramakrishnan Mani
- Centre for Health, Activity and Rehabilitation Research, School of Physiotherapy, University of Otago, Dunedin, New Zealand
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10
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Frumkin MR, Carpenter RW, Rodebaugh TL. Heterogeneity in Temporal Dynamics of Pain and Affect Among Individuals With Chronic Back Pain and Associations With Risk for Future Opioid-Related Problems. Clin Psychol Sci 2024; 12:706-720. [PMID: 39184840 PMCID: PMC11343473 DOI: 10.1177/21677026231196121] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Chronic low back pain (CLBP) is a biopsychosocial phenomenon involving complex relationships between pain and psychosocial factors. In preregistered analyses, we examined dynamic relationships between pain and negative affect among individuals with CLBP (N = 87). We found that increased negative affect was concurrently and prospectively associated with increased pain for individuals on average. However, there was significant and meaningful between-persons variability in these effects such that risk for future opioid-related problems was positively associated with the within-persons correlation between pain and negative affect (β = 0.290, 95% credible interval [CI] = [0.071, 0.485]), the degree to which pain predicted increased negative affect (β = 0.439, 95% CI = [0.044, 0.717]), and the autoregressive effect of negative affect over 4-hr lags (β = 0.255, 95% CI = [0.007, 0.478]). These results suggest that variability in within-persons symptom dynamics may help identify chronic pain patients who are at greater risk of opioid-related problems.
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Affiliation(s)
- Madelyn R. Frumkin
- Department of Psychological and Brain Sciences, Washington University in St. Louis
| | - Ryan W. Carpenter
- Department of Psychological Sciences, University of Missouri St. Louis
| | - Thomas L. Rodebaugh
- Department of Psychological and Brain Sciences, Washington University in St. Louis
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11
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Weiß M, Gründahl M, Jachnik A, Lampe EC, Malik I, Rittner HL, Sommer C, Hein G. The Effect of Everyday-Life Social Contact on Pain. J Med Internet Res 2024; 26:e53830. [PMID: 38687594 PMCID: PMC11094601 DOI: 10.2196/53830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 02/01/2024] [Accepted: 03/13/2024] [Indexed: 05/02/2024] Open
Abstract
Pain is a biopsychosocial phenomenon, resulting from the interplay between physiological and psychological processes and social factors. Given that humans constantly interact with others, the effect of social factors is particularly relevant. Documenting the significance of the social modulation of pain, an increasing number of studies have investigated the effect of social contact on subjective pain intensity and pain-related physiological changes. While evidence suggests that social contact can alleviate pain, contradictory findings indicate an increase in pain intensity and a deterioration of pain coping strategies. This evidence primarily stems from studies examining the effect of social contact on pain within highly controlled laboratory conditions. Moreover, pain assessments often rely on one-time subjective reports of average pain intensity across a predefined period. Ecological momentary assessments (EMAs) can circumvent these problems, as they can capture diverse aspects of behavior and experiences multiple times a day, in real time, with high resolution, and within naturalistic and ecologically valid settings. These multiple measures allow for the examination of fluctuations of pain symptoms throughout the day in relation to affective, cognitive, behavioral, and social factors. In this opinion paper, we review the current state and future relevance of EMA-based social pain research in daily life. Specifically, we examine whether everyday-life social support reduces or enhances pain. The first part of the paper provides a comprehensive overview of the use of EMA in pain research and summarizes the main findings. The review of the relatively limited number of existing EMA studies shows that the association between pain and social contact in everyday life depends on numerous factors, including pain syndromes, temporal dynamics, the nature of social interactions, and characteristics of the interaction partners. In line with laboratory research, there is evidence that everyday-life social contact can alleviate, but also intensify pain, depending on the type of social support. Everyday-life emotional support seems to reduce pain, while extensive solicitous support was found to have opposite effects. Moreover, positive short-term effects of social support can be overshadowed by other symptoms such as fatigue. Overall, gathering and integrating experiences from a patient's social environment can offer valuable insights. These insights can help interpret dynamics in pain intensity and accompanying symptoms such as depression or fatigue. We conclude that factors determining the reducing versus enhancing effects of social contact on pain need to be investigated more thoroughly. We advocate EMA as the assessment method of the future and highlight open questions that should be addressed in future EMA studies on pain and the potential of ecological momentary interventions for pain treatment.
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Affiliation(s)
- Martin Weiß
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
| | - Marthe Gründahl
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
| | - Annalena Jachnik
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
| | - Emilia Caya Lampe
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
| | - Ishitaa Malik
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
| | - Heike Lydia Rittner
- University Hospital Würzburg, Center for Interdisciplinary Medicine, Department of Anaesthesiology, Intensive Care, Emergency and Pain Medicine, Würzburg, Germany
| | - Claudia Sommer
- University Hospital Würzburg, Department of Neurology, Würzburg, Germany
| | - Grit Hein
- University Hospital Würzburg, Center of Mental Health, Department of Psychiatry, Psychosomatic and Psychotherapy, Translational Social Neuroscience Unit, Würzburg, Germany
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12
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Wexler RS, Fox DJ, ZuZero D, Bollen M, Parikshak A, Edmond H, Lemau J, Montenegro D, Ramirez J, Kwin S, Thompson AR, Carlson HL, Marshall LM, Kern T, Mist SD, Bradley R, Hanes DA, Zwickey H, Pickworth CK. Virtually delivered Mindfulness-Oriented Recovery Enhancement (MORE) reduces daily pain intensity in patients with lumbosacral radiculopathy: a randomized controlled trial. Pain Rep 2024; 9:e1132. [PMID: 38500566 PMCID: PMC10948133 DOI: 10.1097/pr9.0000000000001132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 11/04/2023] [Accepted: 11/23/2023] [Indexed: 03/20/2024] Open
Abstract
INTRODUCTION Lumbosacral radiculopathy (LR), also known as sciatica, is a common type of radiating neurologic pain involving burning, tingling, and numbness in the lower extremities. It has an estimated lifetime prevalence as high as 43%. OBJECTIVES The objective of this randomized controlled trial was to evaluate the impact of virtually delivered Mindfulness-Oriented Recovery Enhancement (MORE) on patients with LR during the COVID-19 pandemic. METHODS Potentially eligible patients were identified using electronic health record queries and phone screenings. Participants were then randomized to MORE or treatment-as-usual (TAU) for 8 weeks, with pain intensity assessed daily. At baseline and follow-up visits, participants completed questionnaires assessing the primary outcome, disability, as well as quality of life, depression, mindful reinterpretation of pain, and trait mindfulness. RESULTS In our study, patients undergoing virtual delivery of MORE had greater improvements in daily pain intensity (P = 0.002) but not in disability (P = 0.09), depression (P = 0.26), or quality of life (P = 0.99 and P = 0.89, SF-12 physical and mental component scores, respectively), relative to TAU patients. In addition, patients in MORE experienced significantly greater increases in mindful reinterpretation of pain (P = 0.029) and trait mindfulness (P = 0.035). CONCLUSION Among patients with lumbar radiculopathy, MORE significantly reduced daily pain intensity but did not decrease disability or depression symptoms. Given the long duration of symptoms in our sample, we hypothesize the discrepancy between changes in daily pain intensity and disability is due to fear avoidance behaviors common in patients with chronic pain. As the first trial of a mindfulness intervention in patients with LR, these findings should inform future integrative approaches to LR treatment, particularly when considering the increasing use of virtual interventions throughout the COVID-19 pandemic.
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Affiliation(s)
- Ryan S. Wexler
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
- Center for Research and Training, Department of Wellness and Preventive Medicine, Cleveland Clinic, Cleveland, OH, USA
| | - Devon J. Fox
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Danielle ZuZero
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Melissa Bollen
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Anand Parikshak
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Hannah Edmond
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Johnny Lemau
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Diane Montenegro
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Jillian Ramirez
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Sophia Kwin
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Austin R. Thompson
- Department of Orthopaedics and Rehabilitation, Oregon Health & Science University, Portland, OR, USA
| | - Hans L. Carlson
- Department of Orthopaedics and Rehabilitation, Oregon Health & Science University, Portland, OR, USA
| | - Lynn M. Marshall
- Department of Orthopaedics and Rehabilitation, Oregon Health & Science University, Portland, OR, USA
| | - Thomas Kern
- Department of Anesthesiology and Perioperative Medicine, Oregon Health & Science University, Portland, OR, USA
| | - Scott D. Mist
- Department of Anesthesiology and Perioperative Medicine, Oregon Health & Science University, Portland, OR, USA
| | - Ryan Bradley
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
- Herbert Wertheim School of Public Health and Human Longevity Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Douglas A. Hanes
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Heather Zwickey
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
| | - Courtney K. Pickworth
- Helfgott Research Institute, National University of Natural Medicine, Portland, OR, USA
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13
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Dudarev V, Barral O, Radaeva M, Davis G, Enns JT. Night time heart rate predicts next-day pain in fibromyalgia and primary back pain. Pain Rep 2024; 9:e1119. [PMID: 38322354 PMCID: PMC10843528 DOI: 10.1097/pr9.0000000000001119] [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: 05/15/2023] [Revised: 09/24/2023] [Accepted: 09/30/2023] [Indexed: 02/08/2024] Open
Abstract
Introduction Primary chronic pain is pain that persists for over 3 months without associated measurable tissue damage. One of the most consistent findings in primary chronic pain is its association with autonomic hyperactivation. Yet whether the autonomic hyperactivation causes the pain or results from it is still unclear. It is also unclear to what extent autonomic hyperactivation is related to experienced pain intensity in different subtypes or primary chronic pain. Objectives Our first aim was to test lagged relationships between the markers of autonomic activation (heart rate) and pain intensity to determine its directionality. The main question here was whether autonomic biomarkers predict pain intensity or whether pain intensity predicts autonomic biomarkers. The second aim was to test whether this relationship is different between people with primary back pain and people with fibromyalgia. Methods Sixty-six patients with chronic pain were observed over an average of 81 days. Sleep heart rate and heart rate variability were measured with a wearable sensor, and pain intensity was assessed from daily subjective reports. Results The results showed a predictive relationship between sleep heart rate and next-day pain intensity (P < 0.05), but not between daily pain intensity and next night heart rate. There was no interaction with the type of chronic pain. Conclusions These findings suggest that autonomic hyperactivation, whether stress-driven or arising from other causes, precedes increases in primary chronic pain. Moreover, the present results suggest that autonomic hyperactivation is a common mechanism underlying the pain experience in fibromyalgia and chronic back pain.
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Affiliation(s)
- Veronica Dudarev
- Department of Psychology, University of British Columbia, Vancouver, BC, Canada
- HealthQb Technologies, Vancouver, BC, Canada
| | | | - Mariia Radaeva
- HealthQb Technologies, Vancouver, BC, Canada
- Vancouver Prostate Centre, University of British Columbia, Vancouver, BC, Canada
| | - Guy Davis
- HealthQb Technologies, Vancouver, BC, Canada
| | - James T. Enns
- Department of Psychology, University of British Columbia, Vancouver, BC, Canada
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14
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Tynan M, Virzi N, Wooldridge JS, Morse JL, Herbert MS. Examining the Association Between Objective Physical Activity and Momentary Pain: A Systematic Review of Studies Using Ambulatory Assessment. THE JOURNAL OF PAIN 2024; 25:862-874. [PMID: 37914094 DOI: 10.1016/j.jpain.2023.10.021] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 09/22/2023] [Accepted: 10/21/2023] [Indexed: 11/03/2023]
Abstract
Chronic pain (CP) is a debilitating and increasingly common health condition that adversely impacts function, including physical activity (PA). Research using ambulatory assessment (AA) methods (eg, ecological momentary assessment, actigraphy) offers promise for elucidating the relationship between momentary pain and objective PA in CP populations. This study aimed to systematically review articles assessing the association between momentary pain and PA in adults with CP as measured using AA and to make recommendations for the measurement and study of this relationship. Five databases were systematically searched, and 13 unique records (N = 768) met the inclusion criteria. CP conditions included mixed/nonspecific CP (k = 3), low back pain (k = 2), fibromyalgia (k = 1), unspecified arthritis (k = 1), and hip/knee osteoarthritis (k = 6). The average age of participants across studies was 55.29 years, and the majority identified as women (60.68%) and White (83.16%). All studies measured objective PA via actigraphy, and momentary pain with either a diary/log or ratings on an actigraph. Studies varied in the quantification of PA (ie, activity counts, step count, moderate-vigorous PA), statistical method (ie, correlation, regression, multilevel modeling), and inclusion of moderators (eg, pain acceptance). Studies reported mixed results for the pain-PA relationship. This heterogeneity suggests that no summarizing conclusions can be drawn about the pain-PA relationship without further investigation into its complex nuances. More within-person and exploratory examinations that maximize the richness of AA data are needed. A greater understanding of this relationship can inform psychotherapeutic and behavioral recommendations to improve CP outcomes. PERSPECTIVE: This article presents a systematic review of the literature on the association between momentary pain and PA in adults with CP as measured using AA methods. A better understanding of this nuanced relationship could help elucidate areas for timely intervention and may inform clinical recommendations to improve CP outcomes. PROSPERO REGISTRATION NUMBER: CRD42023389913.
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Affiliation(s)
- Mara Tynan
- San Diego State University/UC San Diego Joint Doctoral Program in Clinical Psychology, San Diego, California
| | - Nicole Virzi
- San Diego State University/UC San Diego Joint Doctoral Program in Clinical Psychology, San Diego, California
| | - Jennalee S Wooldridge
- VA San Diego Healthcare System, San Diego, California; Department of Psychiatry, University of California, San Diego, California
| | - Jessica L Morse
- VA San Diego Healthcare System, San Diego, California; Department of Psychiatry, University of California, San Diego, California
| | - Matthew S Herbert
- VA San Diego Healthcare System, San Diego, California; Department of Psychiatry, University of California, San Diego, California; Center of Excellence for Stress and Mental Health, VA San Diego Healthcare System, San Diego, California
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15
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Gunsilius CZ, Heffner J, Bruinsma S, Corinha M, Cortinez M, Dalton H, Duong E, Lu J, Omar A, Owen LLW, Roarr BN, Tang K, Petzschner FH. SOMAScience: A Novel Platform for Multidimensional, Longitudinal Pain Assessment. JMIR Mhealth Uhealth 2024; 12:e47177. [PMID: 38214952 PMCID: PMC10818247 DOI: 10.2196/47177] [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: 03/13/2023] [Revised: 10/03/2023] [Accepted: 11/30/2023] [Indexed: 01/13/2024] Open
Abstract
Chronic pain is one of the most significant health issues in the United States, affecting more than 20% of the population. Despite its contribution to the increasing health crisis, reliable predictors of disease development, progression, or treatment outcomes are lacking. Self-report remains the most effective way to assess pain, but measures are often acquired in sparse settings over short time windows, limiting their predictive ability. In this paper, we present a new mobile health platform called SOMAScience. SOMAScience serves as an easy-to-use research tool for scientists and clinicians, enabling the collection of large-scale pain datasets in single- and multicenter studies by facilitating the acquisition, transfer, and analysis of longitudinal, multidimensional, self-report pain data. Data acquisition for SOMAScience is done through a user-friendly smartphone app, SOMA, that uses experience sampling methodology to capture momentary and daily assessments of pain intensity, unpleasantness, interference, location, mood, activities, and predictions about the next day that provide personal insights into daily pain dynamics. The visualization of data and its trends over time is meant to empower individual users' self-management of their pain. This paper outlines the scientific, clinical, technological, and user considerations involved in the development of SOMAScience and how it can be used in clinical studies or for pain self-management purposes. Our goal is for SOMAScience to provide a much-needed platform for individual users to gain insight into the multidimensional features of their pain while lowering the barrier for researchers and clinicians to obtain the type of pain data that will ultimately lead to improved prevention, diagnosis, and treatment of chronic pain.
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Affiliation(s)
- Chloe Zimmerman Gunsilius
- Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI, United States
- Neuroscience Graduate Program, Department of Neuroscience, Brown University, Providence, RI, United States
- Warren Alpert Medical School, Brown University, Providence, RI, United States
| | - Joseph Heffner
- Department of Cognitive, Linguistic, and Psychological Sciences, Brown University, Providence, RI, United States
| | - Sienna Bruinsma
- Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI, United States
- Department of Neuroscience, Brown University, Providence, RI, United States
| | - Madison Corinha
- Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI, United States
| | - Maria Cortinez
- Warren Alpert Medical School, Brown University, Providence, RI, United States
| | - Hadley Dalton
- Center for Computation and Visualization, Brown University, Providence, RI, United States
| | - Ellen Duong
- Center for Computation and Visualization, Brown University, Providence, RI, United States
| | - Joshua Lu
- Center for Computation and Visualization, Brown University, Providence, RI, United States
| | - Aisulu Omar
- Center for Computation and Visualization, Brown University, Providence, RI, United States
| | - Lucy Long Whittington Owen
- Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI, United States
| | - Bradford Nazario Roarr
- Center for Computation and Visualization, Brown University, Providence, RI, United States
| | - Kevin Tang
- Industrial Design, Rhode Island School of Design, Providence, RI, United States
| | - Frederike H Petzschner
- Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI, United States
- Department of Psychiatry and Human Behavior, Brown University, Providence, RI, United States
- Center for Digital Health, Brown University, Lifespan, Providence, RI, United States
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16
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Basbaum AI, Jensen TS, Keefe FJ. Fifty years of pain research and clinical advances: highlights and key trends. Pain 2023; 164:S11-S15. [PMID: 37831954 PMCID: PMC10787538 DOI: 10.1097/j.pain.0000000000003058] [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: 05/10/2023] [Accepted: 07/31/2023] [Indexed: 10/15/2023]
Abstract
ABSTRACT This article highlights advances in basic science preclinical pain research, clinical research, and psychological research occurring over the 50 years since the International Association for the Study of Pain was founded. It presents important findings and key trends in these 3 areas of pain science: basic science preclinical research, clinical research, and psychological research.
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Affiliation(s)
- Allan I. Basbaum
- Department of Anatomy, University California San Francisco, San Francisco, CA USA 94158
| | - Troels. S Jensen
- Danish Pain Research Center, Department of Clinical Medicine, Aarhus University Hosital, DK, 8200 Aarhus N, Denmark
| | - Francis J. Keefe
- Duke Pain Prevention and Treatment Research Program, Department of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC, USA 27705
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Balthasar AJR, Willemen JE, Vossen CJ, Boymans TAEJ, Lousberg R. Time Effect on Acute Postoperative Pain After Total Knee Replacement Surgery: An Exploratory Study Using the Experience Sampling Method. Clin J Pain 2023; 39:580-587. [PMID: 37440351 DOI: 10.1097/ajp.0000000000001152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 06/30/2023] [Indexed: 07/15/2023]
Abstract
OBJECTIVES Acute postoperative pain (APP) is the main cause of postoperative dissatisfaction; however, traditional methods of pain assessment provide limited insights into the dynamics and development of APP. This study used the experience sampling method to understand the dynamics of APP over time in relation to various patient factors. MATERIALS AND METHODS Forty patients scheduled to undergo total knee replacement surgery were recruited in this study. Following an initial assessment, a short report questionnaire was sent to the patients through 10 digital alerts per day to assess the pain levels during 2 preoperative and the first 6 postoperative days. The data were analyzed using multilevel regression, including random intercept and slope. RESULTS Thirty-two patients submitted the prespecified minimum of 30% of their short reports, yielding 1217 records. The analysis revealed significant ( P <0.001) linear and quadratic decreases in APP and a quadratic time effect. The lowest between-day and within-day pain levels were observed on postoperative day 4.8 and during the time slot 3.8 or ~19:15, respectively. Significant random intercepts and slopes were noted, indicating variations in the mean pain level between patients and a decrease in pain. None of the 10 patient factors had any confounding effect. DISCUSSION Using the experience sampling method data combined with multilevel analysis, we were able to evaluate the postoperative pain course while considering inter-individual differences in the baseline pain level and nonlinear pain course over time. The findings of this study could aid clinicians in personalizing the treatment for APP.
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Affiliation(s)
| | | | | | - Tim A E J Boymans
- Orthopedic Surgery, Maastricht University Medical Center+, Maastricht, The Netherlands
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18
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Lücke AJ, Wrzus C, Gerstorf D, Kunzmann U, Katzorreck M, Hoppmann C, Schilling OK. Bidirectional Links of Daily Sleep Quality and Duration With Pain and Self-rated Health in Older Adults' Daily Lives. J Gerontol A Biol Sci Med Sci 2023; 78:1887-1896. [PMID: 36124664 DOI: 10.1093/gerona/glac192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Sleep and health perceptions, such as self-ratings of pain and health are closely linked. However, the temporal ordering of such associations is not well understood, and it remains unclear whether sleep quality and sleep duration show similar or differential associations with health perceptions. METHODS We used ecological momentary assessment data from 123 young-old (66-69 years, 47% women) and 47 old-old adults (84-90 years, 60% women). Across 7 consecutive days, participants reported their sleep quality and sleep duration each morning and rated their momentary pain and health 6 times per day. We applied dynamic structural equation models to examine bidirectional links of morning reports of sleep quality and duration with daily levels of self-rated pain and health. RESULTS In line with the hypotheses, results showed that when participants reported better sleep quality than what is typical for them, they reported less pain and better self-rated health on the day that followed. Longer sleep duration was not linked with subsequent pain or self-rated health. On days when people rated their health as better than usual, they reported better sleep quality but not longer sleep duration the following night. These associations were not moderated by age, gender, or chronic pain. CONCLUSION Findings suggest that in old age, sleep quality is more relevant for health perceptions than sleep duration. Associations between sleep quality and self-rated health seem to be bidirectional; daily pain was linked to prior but not subsequent sleep quality.
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Affiliation(s)
- Anna J Lücke
- Psychological Institute, Ruprecht Karls University Heidelberg, Heidelberg, Germany
| | - Cornelia Wrzus
- Psychological Institute, Ruprecht Karls University Heidelberg, Heidelberg, Germany
| | - Denis Gerstorf
- Department of Psychology, Humboldt University Berlin, Berlin, Germany
| | - Ute Kunzmann
- Institute of Psychology, University of Leipzig, Leipzig, Germany
| | | | - Christiane Hoppmann
- Department of Psychology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Oliver K Schilling
- Psychological Institute, Ruprecht Karls University Heidelberg, Heidelberg, Germany
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19
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Santos D, Agostinho M, Treister R, Canaipa R. Correlations between within-subject variability of pain intensity reports and rubber hand illusion proprioceptive drift. Neurosci Lett 2023; 810:137319. [PMID: 37276916 DOI: 10.1016/j.neulet.2023.137319] [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: 04/02/2023] [Revised: 05/29/2023] [Accepted: 05/31/2023] [Indexed: 06/07/2023]
Abstract
INTRODUCTION Consistent with the Bayesian brain hypothesis, the within-subject variability of pain intensity reports as captured with the Focused Analgesia Selection Test (FAST) might be a surrogate measure of the certainty in ascending noxious signals. The outcomes of a non-pain-related task, the rubber hand illusion, were hypothesized to reflect the same construct. This study aimed to explore whether within-subject differences in variability of pain intensity reports and the outcomes of the rubber hand illusion might be related. METHODS Nonclinical participants underwent the classic rubber hand illusion under synchronous (experimental) and asynchronous (control) conditions. Two outcomes were assessed: proprioceptive drift and feeling of ownership. Thereafter, participants underwent the FAST to assess the within-subject variability of pain reports in response to heat stimuli. Intraclass correlation (ICC) and the correlation coefficient (R2) were the main outcomes. Spearman's correlations were used to assess associations between the outcomes of the 2 tasks. RESULTS Thirty-six volunteers completed the study. Both FAST outcomes-ICC (Spearman's r = 0.355, p = 0.033) and R2 (Spearman's r = 0.349, p = 0.037)-were positively correlated with proprioceptive drift in the synchronous but not asynchronous conditions (p > 0.05). The subjective feeling of ownership and FAST outcomes did not correlate (p > 0.05). CONCLUSIONS The associations between the 2 tasks' outcomes imply that both tasks at least partly assess similar constructs. Current knowledge suggests that this construct represents the person's certainty in perceiving ascending sensory signals, or, in Bayesian terminology, the certainty of the likelihood.
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Affiliation(s)
- Duarte Santos
- Institute of Health Sciences, Universidade Católica Portuguesa, Lisbon, Portugal
| | - Mariana Agostinho
- CIIS, Centre for Interdisciplinary Health Research, Institute of Health Sciences, Universidade Católica Portuguesa, Lisbon, Portugal; The Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, Haifa, Israel
| | - Roi Treister
- The Cheryl Spencer Department of Nursing, Faculty of Social Welfare and Health Sciences, University of Haifa, Haifa, Israel
| | - Rita Canaipa
- CIIS, Centre for Interdisciplinary Health Research, Institute of Health Sciences, Universidade Católica Portuguesa, Lisbon, Portugal.
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20
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Abstract
The use of repeated, momentary, real-world assessment methods known as the Experience Sampling Method and Ecological Momentary Assessment (EMA) has been broadly embraced over the last few decades. These methods have extended our assessment reach beyond lengthy retrospective self-reports as they can capture everyday experiences in their immediate context, including affect, behavior, symptoms, and cognitions. In this review we evaluate nine conceptual, methodological, and psychometric issues about EMA with the goal of stimulating conversation and guiding future research on these matters: the extent to which participants are actually reporting momentary experiences, respondents' interpretation of momentary questions, the use of comparison standards in responding, efforts to increase the EMA reporting period beyond the moment to longer periods within a day, training of EMA study participants, concerns about selection bias of respondents, the impact of missing EMA assessments, the reliability of momentary data, and for which purposes EMA might be considered a gold standard for assessment. Resolution of these issues should have far-reaching implications for advancing the field.
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Affiliation(s)
- Arthur A Stone
- Department of Psychology, University of Southern California, Los Angeles, California, USA;
| | - Stefan Schneider
- Department of Psychology, University of Southern California, Los Angeles, California, USA;
| | - Joshua M Smyth
- Department of Biobehavioral Health, Pennsylvania State University, University Park, Pennsylvania, USA
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21
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Woznowski-Vu A, Martel MO, Ahmed S, Sullivan MJL, Wideman TH. Task-based measures of sensitivity to physical activity predict daily life pain and mood among people living with back pain. Eur J Pain 2023. [PMID: 36892468 DOI: 10.1002/ejp.2103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 02/22/2023] [Accepted: 03/05/2023] [Indexed: 03/10/2023]
Abstract
BACKGROUND Clinical interventions aim to improve the daily life experiences of patients. However, past research has highlighted important discrepancies between commonly used assessments (e.g. retrospective questionnaires) and patients' daily life experiences of pain. These gaps may contribute to flawed clinical decision-making and ineffective care. Recent work suggests that real-time, task-based clinical assessments may help reduce these discrepancies by adding predictive value in explaining daily life pain experiences. This study aimed to investigate these relationships by evaluating whether task-based measures of sensitivity to physical activity (SPA) predict daily life pain and mood, beyond traditional pain-related questionnaires. METHODS Adults with back pain (<6-month onset) answered pain-related questionnaires and completed a standardized lifting task. SPA-Pain, SPA-Sensory and SPA-Mood were, respectively, assessed as task-evoked changes in pain intensity, pressure pain threshold (back, hands), situational catastrophizing. Over the next 9 days, daily life pain and mood were assessed using smartphone-based ecological momentary assessment (EMA-Pain and EMA-Mood, respectively) with stratified random sampling. Data analyses estimated fixed effects (b) using multilevel linear modelling with random intercepts. RESULTS Median EMA completion per participant was 66.67% (n = 67 participants). After controlling for covariates, SPA-Pain was associated with EMA-Pain (b = 0.235, p = 0.002) and SPA-Psych approached significance with EMA-Mood (b = -0.159, p = 0.052). CONCLUSIONS Task-based assessment of SPA helps explain daily life pain and mood among adults with back pain, beyond traditional questionnaires. Adding task-based assessment of SPA may achieve a more complete picture of pain and mood in daily life, offering clinicians better guidance when prescribing activity-based interventions that are designed to modify daily life behaviour, such as graded activity. SIGNIFICANCE This study found that, among people with back pain, task-based measures of sensitivity to physical activity contribute additional predictive value for daily life pain and mood beyond self-report questionnaires. Findings suggest that real-time, task-based measures may help mitigate some of the shortcomings that are commonly associated with retrospective questionnaires.
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Affiliation(s)
- A Woznowski-Vu
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - M O Martel
- Faculties of Dentistry & Medicine, McGill University, Montreal, Quebec, Canada
| | - S Ahmed
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
| | - M J L Sullivan
- Department of Psychology, McGill University, Montreal, Quebec, Canada
| | - T H Wideman
- School of Physical and Occupational Therapy, McGill University, Montreal, Quebec, Canada
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22
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Arigo D, Travers L, König LM. Pain experiences among women in midlife with existing health conditions: changes across pre-COVID-19, stay-at-home orders, and initial reopening. Psychol Health 2022; 37:1511-1527. [PMID: 35062846 PMCID: PMC9300772 DOI: 10.1080/08870446.2022.2027421] [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: 09/30/2021] [Revised: 12/09/2021] [Accepted: 01/05/2022] [Indexed: 02/04/2023]
Abstract
OBJECTIVE To examine the pain experiences of women in midlife with existing health conditions, including changes from prior to the COVID-19 pandemic through the first 6 months of the crisis. DESIGN Women ages 40-60 with health conditions (e.g., hypertension; N = 35, MBMI = 32.2 kg/m2) were prompted to complete 5 surveys per day for 5 days at 3 time points: pre-COVID-19, during stay-at-home orders, and at initial reopening. MAIN OUTCOME MEASURES Pain occurrence (yes/no), number of locations, and intensity. RESULTS Women reported pain at 35% of surveys, particularly after waking and before bed compared to the middle of the day. The occurrence of pain decreased over time, whereas pain intensity decreased between pre-COVID-19 and stay-at-home orders but then remained stable. The number of pain locations decreased between stay-at-home orders and reopening, and pain was more variable during the pandemic than prior to its onset (srs = 0.24-0.32). CONCLUSION Women experienced decreased pain frequency and intensity from prior to during the COVID-19 pandemic, though pain was less predictable during (vs. prior to) the pandemic. This information may be useful for informing care in this at-risk group, to prevent the development of chronic pain.
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Affiliation(s)
- Danielle Arigo
- Department of Psychology, Rowan University
- Department of Family Medicine, Rowan School of Osteopathic Medicine
- University of Bayreuth Humboldt Centre of International Excellence
| | | | - Laura M. König
- Faculty of Life Sciences: Food, Nutrition and Health, University of Bayreuth
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23
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Do Men and Women Have a Different Association between Fear-Avoidance and Pain Intensity in Chronic Pain? An Experience Sampling Method Cohort-Study. J Clin Med 2022; 11:jcm11195515. [PMID: 36233383 PMCID: PMC9572454 DOI: 10.3390/jcm11195515] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/15/2022] [Accepted: 09/16/2022] [Indexed: 11/16/2022] Open
Abstract
Background: Fear-avoidance is one of the factors associated with chronic pain. However, it remains unclear whether the association between fear-avoidance and pain depends on sex. The present study aimed to investigate whether the association between fear-avoidance and pain intensity differed between men and women in chronic pain patients. Additionally, the potential confounding effect of affective experiences on the association between fear-avoidance and pain intensity was analyzed. Method: This cohort study included hospital referred chronic pain patients (n = 45). Short momentary assessment questions according to the experience sampling method (ESM) were used to repeatedly assess patients’ pain intensity, level of fear-avoidance and positive as well as negative affect during their daily life. Linear mixed-effects models were applied in the statistical analysis. Unadjusted and adjusted models were made, in which the latter corrected for statistically significant affective experiences and baseline variables, taking the Aikake Information Criterion into account to assess a better model of fit. Results: The results demonstrated an association between fear-avoidance and pain intensity that differed for men and women. In men (n = 13), no association between these variables was found (−0.04 (95% CI: −0.14, 0.06) with a p-value of 0.48), whereas in women (n = 32), an increase in fear-avoidance was associated with a (slight) increase in pain intensity (0.18 (95% CI 0.06, 0.30) with a p-value of 0.003). Affect did not confound the above-mentioned findings. Conclusion: Our data supports previous research highlighting the importance of sex differences in pain experience. These findings may be relevant for clinicians to consider more personalized (i.e., gender specific) pain management in chronic pain patients.
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Berger SE, Baria AT. Assessing Pain Research: A Narrative Review of Emerging Pain Methods, Their Technosocial Implications, and Opportunities for Multidisciplinary Approaches. FRONTIERS IN PAIN RESEARCH 2022; 3:896276. [PMID: 35721658 PMCID: PMC9201034 DOI: 10.3389/fpain.2022.896276] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 05/12/2022] [Indexed: 11/13/2022] Open
Abstract
Pain research traverses many disciplines and methodologies. Yet, despite our understanding and field-wide acceptance of the multifactorial essence of pain as a sensory perception, emotional experience, and biopsychosocial condition, pain scientists and practitioners often remain siloed within their domain expertise and associated techniques. The context in which the field finds itself today-with increasing reliance on digital technologies, an on-going pandemic, and continued disparities in pain care-requires new collaborations and different approaches to measuring pain. Here, we review the state-of-the-art in human pain research, summarizing emerging practices and cutting-edge techniques across multiple methods and technologies. For each, we outline foreseeable technosocial considerations, reflecting on implications for standards of care, pain management, research, and societal impact. Through overviewing alternative data sources and varied ways of measuring pain and by reflecting on the concerns, limitations, and challenges facing the field, we hope to create critical dialogues, inspire more collaborations, and foster new ideas for future pain research methods.
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Affiliation(s)
- Sara E. Berger
- Responsible and Inclusive Technologies Research, Exploratory Sciences Division, IBM Thomas J. Watson Research Center, Yorktown Heights, NY, United States
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25
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Vachon-Presseau E, Abdullah TB, Berger SE, Huang L, Griffith JW, Schnitzer TJ, Apkarian AV. Validating a biosignature-predicting placebo pill response in chronic pain in the settings of a randomized controlled trial. Pain 2022; 163:910-922. [PMID: 34433773 PMCID: PMC8863986 DOI: 10.1097/j.pain.0000000000002450] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 08/08/2021] [Indexed: 11/25/2022]
Abstract
ABSTRACT The objective of this study is to validate a placebo pill response predictive model-a biosignature-that classifies chronic pain patients into placebo responders (predicted-PTxResp) and nonresponders (predicted-PTxNonR) and test whether it can dissociate placebo and active treatment responses. The model, based on psychological and brain functional connectivity, was derived in our previous study and blindly applied to current trial participants. Ninety-four chronic low back pain (CLBP) patients were classified into predicted-PTxResp or predicted-PTxNonR and randomized into no treatment, placebo treatment, or naproxen treatment. To monitor analgesia, back pain intensity was collected twice a day: 3 weeks baseline, 6 weeks of treatment, and 3 weeks of washout. Eighty-nine CLBP patients were included in the intent-to-treat analyses and 77 CLBP patients in the per-protocol analyses. Both analyses showed similar results. At the group level, the predictive model performed remarkably well, dissociating the separate effect sizes of pure placebo response and pure active treatment response and demonstrating that these effects interacted additively. Pain relief was about 15% stronger in the predicted-PTxResp compared with the predicted-PTxNonR receiving either placebo or naproxen, and the predicted-PTxNonR successfully isolated the active drug effect. At a single subject level, the biosignature better predicted placebo nonresponders, with poor accuracy. One component of the biosignature (dorsolateral prefrontal cortex-precentral gyrus functional connectivity) could be generalized across 3 placebo studies and in 2 different cohorts-CLBP and osteoarthritis pain patients. This study shows that a biosignature can predict placebo response at a group level in the setting of a randomized controlled trial.
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Affiliation(s)
- Etienne Vachon-Presseau
- Faculty of Dentistry, McGill University, Montreal, QC, Canada
- Department of Anesthesia, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Alan Edwards Centre for Research on Pain (AECRP), McGill University, Montreal, QC, Canada
| | - Taha B. Abdullah
- Department of Physiology, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
| | - Sara E. Berger
- Healthcare and Life Sciences Department, IBM Watson Research Center, 1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA
| | - Lejian Huang
- Department of Physiology, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
| | - James W. Griffith
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
| | - Thomas J. Schnitzer
- Departments of Internal Medicine and Rheumatology, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
- Department of Physical Medicine and Rehabilitation, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
| | - A. Vania Apkarian
- Department of Physiology, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
- Department of Physical Medicine and Rehabilitation, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
- Department of Anesthesia, Northwestern University Feinberg School of Medicine, 710 N Lake Shore Drive, Room 1020, Chicago, IL 60611, USA
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26
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Reply to Blatt. Pain 2022; 163:e609-e611. [PMID: 35302981 DOI: 10.1097/j.pain.0000000000002515] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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27
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Pagé MG, Gauvin L, Sylvestre MP, Nitulescu R, Dyachenko A, Choinière M. An Ecological Momentary Assessment Study of Pain Intensity Variability: Ascertaining Extent, Predictors, and Associations With Quality of Life, Interference and Health Care Utilization Among Individuals Living With Chronic Low Back Pain. THE JOURNAL OF PAIN 2022; 23:1151-1166. [PMID: 35074499 DOI: 10.1016/j.jpain.2022.01.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 01/13/2022] [Accepted: 01/13/2022] [Indexed: 11/16/2022]
Abstract
This ecological momentary assessment (EMA) study examined the extent of pain intensity variability among 140 individuals with chronic low back pain and explored predictors of such variability and psychosocial and health care utilization outcomes. Individuals completed momentary pain intensity reports (0-10 numeric rating scale) several times daily for two periods of seven consecutive days, one month apart. Participants also completed online questionnaires at baseline which tapped into pain characteristics, pain-related catastrophization, kinesiophobia, activity patterns, and depression and anxiety symptoms. Questionnaires assessing quality of life and health care utilization were administered online one month after completion of the last EMA report. Data were analyzed using linear hierarchical location-scale models. Results showed that pain intensity fluctuated over the course of a week as shown by an average standard deviation of 1.2. The extent of variability in pain intensity scores was heterogeneous across participants but stable over assessment periods. Patients' baseline characteristics along with psychosocial and health care utilization outcomes were not significantly associated with pain intensity variability. We conclude that pain intensity variability differs across patients yet correlates remain elusive. There is an important gap in our knowledge of what affects this variability. Future EMA studies should replicate and extend current findings. PERSPECTIVE: This study provides evidence indicating that there is substantial variability in momentary reports of pain intensity among individuals living with chronic low back pain. However, risk and protective factors for greater lability of pain are elusive as is evidence that greater pain intensity variability results in differential health care utilization.
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Affiliation(s)
- M Gabrielle Pagé
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Department of Anesthesiology and Pain Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada.
| | - Lise Gauvin
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Department of Social and Preventive Medicine, École de santé publique de l'Université de Montréal, Montreal, Quebec, Canada
| | - Marie-Pierre Sylvestre
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Department of Social and Preventive Medicine, École de santé publique de l'Université de Montréal, Montreal, Quebec, Canada
| | - Roy Nitulescu
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Centre d'intégration et d'analyse en données médicales du Centre hospitalier de l'Université de Montréal, Montreal, Quebec, Canada
| | - Alina Dyachenko
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Centre d'intégration et d'analyse en données médicales du Centre hospitalier de l'Université de Montréal, Montreal, Quebec, Canada
| | - Manon Choinière
- Centre de recherche du Centre hospitalier de l'Université de Montréal & Department of Anesthesiology and Pain Medicine, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
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28
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Colloca L, Taj A, Massalee R, Haycock NR, Murray RS, Wang Y, McDaniel E, Scalea TM, Fouche-Weber Y, Murthi S. Educational Intervention for Management of Acute Trauma Pain: A Proof-of-Concept Study in Post-surgical Trauma Patients. Front Psychiatry 2022; 13:853745. [PMID: 35859610 PMCID: PMC9289147 DOI: 10.3389/fpsyt.2022.853745] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 06/13/2022] [Indexed: 02/01/2023] Open
Abstract
OBJECTIVE Despite years of research and the development of countless awareness campaigns, the number of deaths related to prescription opioid overdose is steadily rising. Often, naive patients undergoing trauma-related surgery are dispensed opioids while in the hospital, resulting in an escalation to long-term opioid misuses. We explored the impact of an educational intervention to modify perceptions of opioid needs at the bedside of trauma inpatients in post-surgery pain management. MATERIALS AND METHODS Twenty-eight inpatients with acute post-surgical pain completed this proof-of-concept study adopting an educational intervention related to opioids and non-pharmacological strategies in the context of acute post-surgical pain. An education assessment survey was developed to measure pre- and post-education perceptions of opioid needs to manage pain. The survey statements encompassed the patient's perceived needs for opioids and other pharmacological and non-pharmacological therapeutics to manage acute pain. The primary outcome was the change in the patient's perceived need for opioids. The secondary (explorative) outcome was the change in Morphine Milligram Equivalents (MME) used on the day of the educational intervention while inpatients and prescribed at the time of the hospital discharge. RESULTS After the educational intervention, patients reported less agreement with the statement, "I think a short course of opioids (less than 5 days) is safe." Moreover, less agreement on using opioids to manage trauma-related pain was positively associated with a significant reduction in opioids prescribed at discharge after the educational intervention. The educational intervention might have effectively helped to cope with acute trauma-related pain while adjusting potential unrealistic expectancies about pain management and, more in general, opioid-related needs. CONCLUSION These findings suggest that trauma patients' expectations and understanding of the risks associated with the long-term use of opioids can be modified by a short educational intervention delivered by health providers during the hospitalization. Establishing realistic expectations in managing acute traumatic pain may empower patients with the necessary knowledge to minimize the potential of continuous long-term opioid use, opioid misuse, and the development of post-trauma opioid abuse and/or addiction.
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Affiliation(s)
- Luana Colloca
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, Baltimore, MD, United States.,Department of Anesthesiology, School of Medicine, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Ariana Taj
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, Baltimore, MD, United States.,Medical Training Program, School of Medicine, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Rachel Massalee
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Nathaniel R Haycock
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Robert Scott Murray
- R Adams Cowley Shock Trauma Center, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Yang Wang
- Department of Pain and Translational Symptom Science, School of Nursing, University of Maryland, Baltimore, Baltimore, MD, United States.,Center to Advance Chronic Pain Research, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Eric McDaniel
- Department of Anesthesiology, School of Medicine, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Thomas M Scalea
- R Adams Cowley Shock Trauma Center, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Yvette Fouche-Weber
- Department of Anesthesiology, School of Medicine, University of Maryland, Baltimore, Baltimore, MD, United States
| | - Sarah Murthi
- R Adams Cowley Shock Trauma Center, University of Maryland, Baltimore, Baltimore, MD, United States
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29
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Woznowski-Vu A, Aternali A, Gervais A, Pavilanis ADS, Nijs J, Sullivan MJL, Wideman TH. The Prospective Prognostic Value of Biopsychosocial Indices of Sensitivity to Physical Activity Among People With Back Pain. Clin J Pain 2021; 37:719-729. [PMID: 34419972 DOI: 10.1097/ajp.0000000000000965] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Accepted: 03/22/2021] [Indexed: 02/05/2023]
Abstract
OBJECTIVES Many people living with musculoskeletal pain conditions experience a range of negative biopsychosocial responses to physical activity, referred to as increased sensitivity to physical activity (SPA), that may undermine successful rehabilitation. This exploratory study aims to provide the first prospective analysis of the potential prognostic value of 3 biopsychosocial indices of SPA in relation to rehabilitation outcomes. This study also aimed to shed light on the cross-sectional interrelationships between these 3 biopsychosocial indices of SPA. MATERIALS AND METHODS Adults with back pain were evaluated upon starting physical therapy and then again 3 months later. The initial testing session consisted of self-reported pain-related questionnaires and assessment of activity-related changes in pressure pain thresholds (SPA-Sensory), pain intensity ratings (SPA-Pain), and situational catastrophizing (SPA-Psych). The 3-month follow-up consisted of self-reported disability and pain questionnaires. Correlational and hierarchical linear regression analyses were conducted. RESULTS A total of 97 participants completed both the initial visit and 3-month follow-up. The SPA-Pain index and the SPA-Psych index were significantly intercorrelated, but neither were correlated with the SPA-Sensory index. The SPA-Sensory index was not correlated with outcomes. The SPA-Pain index was correlated only with cross-sectional disability and pain outcomes. The SPA-Psych index was the only SPA index significantly correlated with outcomes both cross-sectionally and at 3-month follow-up. After controlling for baseline pain/disability and pain catastrophizing, SPA-Psych was no longer a significant prognostic factor for pain, but remained a significant prognostic factor for disability at 3-month follow-up (β=0.272, t=2.674, P=0.008, R2 Δ=5.60%). DISCUSSION This study highlights the importance of conceptualizing and measuring SPA as a biopsychosocial (rather than unidimensional) construct and points toward the added prognostic value of this construct. Implications for future research and practice are discussed.
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Affiliation(s)
| | - Andrea Aternali
- Department of Psychology, York University, Toronto, ON, Canada
| | | | | | - Jo Nijs
- Pain in Motion International Research Group
- Department of Physiotherapy, Human Physiology and Anatomy, Vrije Universiteit Brussel, Brussels, Belgium
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30
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Basic and applied psychology in PAIN: where we have been and where we are headed. Pain 2021; 162:2785-2788. [PMID: 34294664 DOI: 10.1097/j.pain.0000000000002414] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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