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Crow JA, Joseph V, Miao G, Goodin BR, Sibille KT, Cardoso J, Bartley EJ, Staud R, Fillingim RB, Booker SQ. A domain-oriented approach to characterizing movement-evoked pain. Pain Rep 2024; 9:e1158. [PMID: 38646659 PMCID: PMC11029970 DOI: 10.1097/pr9.0000000000001158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 02/04/2024] [Accepted: 02/20/2024] [Indexed: 04/23/2024] Open
Abstract
Introduction Movement-evoked pain (MEP) impacts a substantial proportion of US adults living with chronic pain. Evidence suggests that MEP is influenced by numerous biopsychosocial factors and mediated by mechanisms differing from those of spontaneous pain. However, both characteristic and mechanistic knowledge of MEP remain limited, hindering effective diagnosis and treatment. Objectives We asked (1) can chronic pain, functional, psychosocial, and behavioral measures be grouped into descriptive domains that characterize MEP? and (2) what relationships exist between biopsychosocial factors across multiple domains of MEP? Methods We formed 6 characteristic domains from 46 MEP-related variables in a secondary analysis of data from 178 individuals (aged 45-85 years) with knee pain. Ratings of pain during 3 functional activities (ie, Balance, Walking, Chair Stand) were used as primary MEP variables. Pearson correlations were calculated to show linear relationships between all individual domain variables. Relationships between variables were further investigated through weighted correlation network analysis. Results We observed a unique combination of pain characteristics associated with MEP apart from general pain. Notably, minutes doing physical activity were inversely associated with multiple variables within 4 of the 6 domains. Weighted correlation network analysis largely supported our classification of MEP domains. Additional interdomain relationships were observed, with the strongest existing between MEP, Mechanical Pain, and Multiple Pain Characteristics and Symptoms. Additional relationships were observed both within and between other domains of the network. Conclusion Our analyses bolster fundamental understanding of MEP by identifying relevant mechanistic domains and elucidating biopsychosocial and interdomain relationships.
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Affiliation(s)
- Joshua A. Crow
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Verlin Joseph
- College of Population Health, The University of New Mexico, Albuquerque, NM, USA
| | - Guanhong Miao
- Department of Biostatistics, College of Public Health and Health Professions, University of Florida, Gainesville, FL, USA
| | - Burel R. Goodin
- Department of Anesthesiology, School of Medicine, Washington University, St. Louis, MO, USA
| | - Kimberly T. Sibille
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Physical Medicine & Rehabilitation, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Josue Cardoso
- The Pennsylvania State University, University Park, PA, USA
| | - Emily J. Bartley
- Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Roland Staud
- Department of Rheumatology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Staja Q. Booker
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, Gainesville, FL, USA
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Valdes-Hernandez PA, Johnson AJ, Montesino-Goicolea S, Laffitte Nodarse C, Bashyam V, Davatzikos C, Fillingim RB, Cruz-Almeida Y. Accelerated Brain Aging Mediates the Association Between Psychological Profiles and Clinical Pain in Knee Osteoarthritis. J Pain 2024; 25:104423. [PMID: 37952863 DOI: 10.1016/j.jpain.2023.11.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 10/12/2023] [Accepted: 11/02/2023] [Indexed: 11/14/2023]
Abstract
Chronic pain is driven by factors across the biopsychosocial spectrum. Previously, we demonstrated that magnetic resonance images (MRI)-based brain-predicted age differences (brain-PAD: brain-predicted age minus chronological age) were significantly associated with pain severity in individuals with chronic knee pain. We also previously identified four distinct, replicable, multidimensional psychological profiles significantly associated with clinical pain. The brain aging-psychological characteristics interface in persons with chronic pain promises elucidating factors contributing to their poor health outcomes, yet this relationship is barely understood. That is why we examined the interplay between the psychological profiles in participants having chronic knee pain impacting function, brain-PAD, and clinical pain severity. Controlling for demographics and MRI scanner, we compared the brain-PAD among psychological profiles at baseline (n = 164) and over two years (n = 90). We also explored whether profile-related differences in pain severity were mediated by brain-PAD. Brain-PAD differed significantly between profiles (ANOVA's omnibus test, P = .039). Specifically, participants in the profile 3 group (high negative/low positive emotions) had an average brain-PAD ∼4 years higher than those in profile- (low somatic reactivity), with P = .047, Bonferroni-corrected, and than those in profile 2 (high coping), with P = .027, uncorrected. Repeated measures ANOVA revealed no significant change in profile-related brain-PAD differences over time, but there was a significant decrease in brain-PAD for profile 4 (high optimism/high positive affect), with P = .045. Moreover, profile-related differences in pain severity at baseline were partly explained by brain-PAD differences between profile 3 and 1, or 2; but brain-PAD did not significantly mediate the influence of variations in profiles on changes in pain severity over time. PERSPECTIVE: Accelerated brain aging could underlie the psychological-pain relationship, and psychological characteristics may predispose individuals with chronic knee pain to worse health outcomes via neuropsychological processes.
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Affiliation(s)
- Pedro A Valdes-Hernandez
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida; Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, Florida
| | - Alisa J Johnson
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida
| | - Soamy Montesino-Goicolea
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida; Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, Florida
| | - Chavier Laffitte Nodarse
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida; Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, Florida
| | - Vishnu Bashyam
- Center for Biomedical Image Computing & Analytics, Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Artificial Intelligence in Biomedical Imaging Lab (AIBIL), Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Christos Davatzikos
- Center for Biomedical Image Computing & Analytics, Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida
| | - Yenisel Cruz-Almeida
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, Florida; Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, Gainesville, Florida; Department of Neuroscience, College of Medicine, University of Florida, Gainesville, Florida
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Spector AL, Quinn KG, Cruz-Almeida Y, Fillingim RB. Chronic Pain Among Middle-Aged and Older Adults in the United States: The Role of Everyday Discrimination and Racial/Ethnic Identity. J Pain 2024; 25:104439. [PMID: 38065467 PMCID: PMC11058034 DOI: 10.1016/j.jpain.2023.11.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 11/20/2023] [Accepted: 11/25/2023] [Indexed: 04/14/2024]
Abstract
Chronic pain disproportionately affects middle-aged and older adults in the United States. Everyday discrimination is associated with worse pain outcomes and is more prevalent among adults from racial/ethnic minoritized groups. Yet, there is limited evidence on relationships between everyday discrimination and chronic pain among middle-aged and older adults, as well as how discrimination and racial/ethnic identity may interact to influence this relationship. We used the 2018 Health and Retirement study to evaluate associations between exposure to everyday discrimination and odds to experience any, severe, and high-impact chronic pain among 5,314 Hispanic, non-Hispanic Black, and non-Hispanic White adults over the age of 50. Logistic regression was used to evaluate the main and interaction effects of everyday discrimination on the odds of chronic pain (any, severe, and high-impact) across racial/ethnic groups. Results showed that Hispanic and non-Hispanic Black middle-aged and older adults had a higher, unadjusted prevalence of severe and high-impact chronic pain and reported more exposure to everyday discrimination compared to non-Hispanic White middle-aged and older adults. In fully adjusted models, exposure to everyday discrimination predicted higher odds to experience each type of chronic pain. In addition, study findings showed that exposure to everyday discrimination significantly raised pain risk among Hispanic and non-Hispanic White, but not non-Hispanic Black, middle-aged, and older adults. Findings underscore the influential role of everyday discrimination on the chronic pain experiences of middle-aged and older adults, as well as differential effects across racial/ethnic groups. PERSPECTIVE: Using national data, we examined associations between discrimination and chronic pain among middle-aged and older adults, including interactions between discrimination and race/ethnicity. Exposure to discrimination predicted a higher chronic pain burden, overall. Differential effects within racial/ethnic groups underscored a need for more nuanced investigations into pain disparities among this population.
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Affiliation(s)
- Antoinette L. Spector
- Department of Rehabilitation Sciences and Technology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Katherine G. Quinn
- Department of Psychiatry and Behavioral Medicine, Center for AIDS Intervention Research (CAIR), Medical College of Wisconsin, Milwaukee, WI, USA
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, Florida, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida, USA
| | - Roger B. Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, Florida, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida, USA
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Ao X, Parisien M, Fillingim RB, Ohrbach R, Slade GD, Diatchenko L, Smith SB. Whole-genome methylation profiling reveals regions associated with painful temporomandibular disorders and active recovery processes. Pain 2024; 165:1060-1073. [PMID: 38015635 PMCID: PMC11018476 DOI: 10.1097/j.pain.0000000000003104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Accepted: 08/24/2023] [Indexed: 11/30/2023]
Abstract
ABSTRACT Temporomandibular disorders (TMDs), collectively representing one of the most common chronic pain conditions, have a substantial genetic component, but genetic variation alone has not fully explained the heritability of TMD risk. Reasoning that the unexplained heritability may be because of DNA methylation, an epigenetic phenomenon, we measured genome-wide DNA methylation using the Illumina MethylationEPIC platform with blood samples from participants in the Orofacial Pain: Prospective Evaluation and Risk Assessment (OPPERA) study. Associations with chronic TMD used methylation data from 496 chronic painful TMD cases and 452 TMD-free controls. Changes in methylation between enrollment and a 6-month follow-up visit were determined for a separate sample of 62 people with recent-onset painful TMD. More than 750,000 individual CpG sites were examined for association with chronic painful TMD. Six differentially methylated regions were significantly ( P < 5 × 10 -8 ) associated with chronic painful TMD, including loci near genes involved in the regulation of inflammatory and neuronal response. A majority of loci were similarly differentially methylated in acute TMD consistent with observed transience or persistence of symptoms at follow-up. Functional characterization of the identified regions found relationships between methylation at these loci and nearby genetic variation contributing to chronic painful TMD and with gene expression of proximal genes. These findings reveal epigenetic contributions to chronic painful TMD through methylation of the genes FMOD , PM20D1 , ZNF718 , ZFP57 , and RNF39 , following the development of acute painful TMD. Epigenetic regulation of these genes likely contributes to the trajectory of transcriptional events in affected tissues leading to resolution or chronicity of pain.
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Affiliation(s)
- Xiang Ao
- Faculty of Dental Medicine and Oral Health Sciences; Department of Anesthesia, Faculty of Medicine and Health Sciences; Alan Edwards Centre for Research on Pain; McGill University, Montreal, Canada
| | - Marc Parisien
- Faculty of Dental Medicine and Oral Health Sciences; Department of Anesthesia, Faculty of Medicine and Health Sciences; Alan Edwards Centre for Research on Pain; McGill University, Montreal, Canada
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, Florida
| | - Richard Ohrbach
- Department of Oral Diagnostic Sciences, University at Buffalo, Buffalo, New York
| | - Gary D. Slade
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Luda Diatchenko
- Faculty of Dental Medicine and Oral Health Sciences; Department of Anesthesia, Faculty of Medicine and Health Sciences; Alan Edwards Centre for Research on Pain; McGill University, Montreal, Canada
| | - Shad B. Smith
- Center for Translational Pain Medicine, Department of Anesthesiology, Duke University, Durham, North Carolina, USA
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Domenico LH, Tanner JJ, Mickle AM, Terry EL, Garvan C, Lai S, Deshpande H, Staud R, Redden D, Price CC, Goodin BR, Fillingim RB, Sibille KT. Environmental and sociocultural factors are associated with pain-related brain structure among diverse individuals with chronic musculoskeletal pain: intersectional considerations. Sci Rep 2024; 14:7796. [PMID: 38565879 PMCID: PMC10987661 DOI: 10.1038/s41598-024-58120-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Accepted: 03/26/2024] [Indexed: 04/04/2024] Open
Abstract
Chronic musculoskeletal pain including knee osteoarthritis (OA) is a leading cause of disability worldwide. Previous research indicates ethnic-race groups differ in the pain and functional limitations experienced with knee OA. However, when socioenvironmental factors are included in analyses, group differences in pain and function wane. Pain-related brain structures are another area where ethnic-race group differences have been observed. Environmental and sociocultural factors e.g., income, education, experiences of discrimination, and social support influence brain structures. We investigate if environmental and sociocultural factors reduce previously observed ethnic-race group differences in pain-related brain structures. Data were analyzed from 147 self-identified non-Hispanic black (NHB) and non-Hispanic white (NHW), middle and older aged adults with knee pain in the past month. Information collected included health and pain history, environmental and sociocultural resources, and brain imaging. The NHB adults were younger and reported lower income and education compared to their NHW peers. In hierarchical multiple regression models, sociocultural and environmental factors explained 6-37% of the variance in pain-related brain regions. Self-identified ethnicity-race provided an additional 4-13% of explanatory value in the amygdala, hippocampus, insula, bilateral primary somatosensory cortex, and thalamus. In the rostral/caudal anterior cingulate and dorsolateral prefrontal cortex, self-identified ethnicity-race was not a predictor after accounting for environmental, sociocultural, and demographic factors. Findings help to disentangle and identify some of the factors contributing to ethnic-race group disparities in pain-related brain structures. Numerous arrays of environmental and sociocultural factors remain to be investigated. Further, the differing sociodemographic representation of our NHB and NHW participants highlights the role for intersectional considerations in future research.
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Affiliation(s)
- Lisa H Domenico
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA.
| | - Jared J Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Angela M Mickle
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
| | - Ellen L Terry
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
| | - Song Lai
- Department of Radiation Oncology, University of Florida, 2000 SW Archer Road, Gainesville, FL, 32610, USA
| | - Hrishikesh Deshpande
- Department of Radiology, University of Alabama at Birmingham, 619 19th Street South, Birmingham, AL, 35294, USA
| | - Roland Staud
- Department of Rheumatology, College of Medicine, University of Florida, 1600 SW Archer Rd, Gainesville, FL, 32610, USA
| | - David Redden
- Department of Biostatistics, University of Alabama at Birmingham, 1665 University Blvd #327, Birmingham, AL, 35294, USA
| | - Catherine C Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Burel R Goodin
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
- Department of Anesthesiology, Washington University, 660 S Euclid Ave, St. Louis, MO, 63110, USA
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Community Dentistry and Behavioral Science, University of Florida College of Dentistry, 1329 SW 16th Street, Gainesville, FL, 32610-3628, USA
| | - Kimberly T Sibille
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
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Sauers B, Dyal BW, Johnson-Mallard V, Ezenwa MO, Halan S, Fillingim RB, Kalyanaraman S, Wilkie DJ. Feasibility of Nurse-led Development of Custom Virtual Reality Experiences for Health Care Interventions. J Nurs Educ 2024; 63:261-264. [PMID: 37738044 DOI: 10.3928/01484834-20230712-10] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/23/2023]
Abstract
BACKGROUND The immersive and interactive nature of virtual reality (VR) renders it a potential pedagogical approach for nursing education. A bottleneck for exploiting VR advantages has been the complexity of creating new experiences; however, recent advances with VR hardware and software enable novice users to create compelling experiences. METHOD A case study describes an undergraduate nursing student with minimal technical skills using off-the-shelf VR software to create a pain management VR experience. RESULTS Using off-the-shelf hardware and software platforms eliminates the need to work with computer code. The team created a virtual environment and the objects in it through easy manipulation with click-and-drag techniques and by toggling simple settings. CONCLUSION The insights gained from this case suggest nurse educators can create simple yet powerful VR experiences themselves, which can greatly enhance existing tools for nursing education. [J Nurs Educ. 2024;63(4):261-264.].
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Mickle AM, Staud R, Garvan CS, Kusko DA, Sambuco N, Addison BR, Vincent KR, Redden DT, Goodin BR, Fillingim RB, Sibille KT. Dispositional traits help explain individual differences in relationships between a radiographic knee osteoarthritis measure, pain, and physical function. Ther Adv Musculoskelet Dis 2024; 16:1759720X241235805. [PMID: 38516228 PMCID: PMC10956141 DOI: 10.1177/1759720x241235805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 02/02/2024] [Indexed: 03/23/2024] Open
Abstract
Background The concordance between radiograph-derived Kellgren-Lawrence (KL) scores for knee osteoarthritis (KOA) and experimental and clinical pain and KOA-related physical function is conflicting. Objectives We investigate whether the inclusion of dispositional traits reduces variability between KOA radiographic findings, experimental pain, clinical pain, and function in individuals with knee pain. Design This study is a cross-sectional, secondary analysis of data collected from the UPLOAD-II study. Methods Adults aged 45-85 years with and without knee pain were enrolled. Data collected included sociodemographics, knee radiographs, experimental pain, clinical pain and function, and trait affect. Vulnerable and protective dispositional traits were classified from combined positive and negative trait affect measures. KL scores were determined from the knee radiographs. Unadjusted and adjusted (age, sex, comorbidities, and body mass index) regression analyses were completed with SAS version 9.4 (Cary, NC, USA). Results The study included 218 individuals with a mean age of 58 years, 63.6% women, and 48.2% non-Hispanic black adults. Dispositional traits were associated with the experimental pain measures. No association between radiographic KOA and experimental pain was observed. In a combined and adjusted analysis, dispositional traits were predictive of knee punctate pain temporal summation (p = 0.0382). Both dispositional traits and radiographic KOA scores independently and combined were predictive of Graded Chronic Pain Scale pain and function, and Western Ontario and McMaster University pain and function (ps ⩽ 0.01). Improvements in R2 were noted across all models with the inclusion of dispositional traits. Conclusion Consideration of dispositional traits reduces the variability between radiographic KOA and pain and function. Non-pathological and associated pain-related psychological factors and dispositional traits might serve as parsimonious proxy tools to improve clinical assessments. Registration N/A.
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Affiliation(s)
- Angela M. Mickle
- Department of Physical Medicine & Rehabilitation, University of Florida, Campus Box 100242, 2004 Mowry Road, Gainesville, FL 32610, USA
- Department of Community Dentistry, University of Florida, Gainesville, FL, USA
| | - Roland Staud
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Cynthia S. Garvan
- Department of Anesthesiology, University of Florida, Gainesville, FL, USA
| | - Daniel A. Kusko
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Nicola Sambuco
- Department of Clinical and Health Psychology, University of Florida, Gainesville, FL, USA
| | - Brittany R. Addison
- Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, USA
| | - Kevin R. Vincent
- Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, USA
| | - David T. Redden
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Burel R. Goodin
- Department of Psychology, University of Alabama at Birmingham, Birmingham, AL, USA
- Department of Anesthesiology, Washington University, St. Louis, MO, USA
| | - Roger B. Fillingim
- Department of Community Dentistry, University of Florida, Gainesville, FL, USA
- Pain Research Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Kimberly T. Sibille
- Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, USA
- Department of Anesthesiology, University of Florida, Gainesville, FL, USA
- Pain Research Center of Excellence, University of Florida, Gainesville, FL, USA
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Wei YJJ, Winterstein AG, Schmidt S, Fillingim RB, Schmidt S, Daniels MJ, DeKosky ST. Short- and long-term safety of discontinuing chronic opioid therapy among older adults with Alzheimer's disease and related dementia. Age Ageing 2024; 53:afae047. [PMID: 38497237 PMCID: PMC10945292 DOI: 10.1093/ageing/afae047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Indexed: 03/19/2024] Open
Abstract
BACKGROUND Limited evidence exists on the short- and long-term safety of discontinuing versus continuing chronic opioid therapy (COT) among patients with Alzheimer's disease and related dementias (ADRD). METHODS This cohort study was conducted among 162,677 older residents with ADRD and receipt of COT using a 100% Medicare nursing home sample. Discontinuation of COT was defined as no opioid refills for ≥90 days. Primary outcomes were rates of pain-related hospitalisation, pain-related emergency department visit, injury, opioid use disorder (OUD) and opioid overdose (OD) measured by diagnosis codes at quarterly intervals during 1- and 2-year follow-ups. Poisson regression models were fit using generalised estimating equations with inverse probability of treatment weights to model quarterly outcome rates between residents who discontinued versus continued COT. RESULTS The study sample consisted of 218,040 resident episodes with COT; of these episodes, 180,916 residents (83%) continued COT, whereas 37,124 residents (17%) subsequently discontinued COT. Discontinuing (vs. continuing) COT was associated with higher rates of all outcomes in the first quarter, but these associations attenuated over time. The adjusted rates of injury, OUD and OD were 0, 69 and 60% lower at the 1-year follow-up and 11, 81 and 79% lower at the 2-year follow-up, respectively, for residents who discontinued versus continued COT, with no difference in the adjusted rates of pain-related hospitalisations or emergency department visits. CONCLUSIONS The rates of adverse outcomes were higher in the first quarter but lower or non-differential at 1-year and 2-year follow-ups between COT discontinuers versus continuers among older residents with ADRD.
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Affiliation(s)
- Yu-Jung Jenny Wei
- Division of Outcomes and Translational Sciences, College of Pharmacy, The Ohio State University, Columbus, OH 43210, USA
| | - Almut G Winterstein
- Department of Pharmaceutical Outcomes and Policy, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
- Center for Drug Evaluation and Safety, University of Florida, Gainesville, FL 32610, USA
- Department of Epidemiology, Colleges of Medicine and Public Health and Health Professions, University of Florida, Gainesville, FL 32610, USA
| | - Siegfried Schmidt
- Department of Community Health and Family Medicine, College of Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Stephan Schmidt
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL 32610, USA
| | - Michael J Daniels
- Department of Statistics, College of Liberal Arts and Sciences, University of Florida, Gainesville FL, 32610, USA
| | - Steven T DeKosky
- Department of Neurology, McKnight Brain Institute, University of Florida, Gainesville, FL 32610, USA
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Strath LJ, Peterson JA, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Socioeconomic Status, Knee Pain, and Epigenetic Aging in Community-Dwelling Middle-to-Older Age Adults. J Pain 2024; 25:293-301. [PMID: 37315728 PMCID: PMC10713866 DOI: 10.1016/j.jpain.2023.06.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 05/22/2023] [Accepted: 06/06/2023] [Indexed: 06/16/2023]
Abstract
Chronic musculoskeletal pain is often associated with lower socioeconomic status (SES). SES correlates with psychological and environmental conditions that could contribute to the disproportionate burden of chronic stress. Chronic stress can induce changes in global DNA methylation and gene expression, which increases risk of chronic pain. We aimed to explore the association of epigenetic aging and SES in middle-to-older age individuals with varying degrees of knee pain. Participants completed self-reported pain, a blood draw, and answered demographic questions pertaining to SES. We used an epigenetic clock previously associated with knee pain (DNAmGrimAge) and the subsequent difference of predicted epigenetic age (DNAmGrimAge-Diff). Overall, the mean DNAmGrimAge was 60.3 (±7.6), and the average DNAmGrimAge-diff was 2.4 years (±5.6 years). Those experiencing high-impact pain earned less income and had lower education levels compared to both low-impact and no pain groups. Differences in DNAmGrimAge-diff across pain groups were found, whereby individuals with high-impact pain had accelerated epigenetic aging (∼5 years) compared to low-impact pain and no pain control groups (both ∼1 year). Our main finding was that epigenetic aging mediated the associations of income and education with pain impact, as such the relationship between SES and pain outcomes may occur through potential interactions with the epigenome reflective of accelerated cellular aging. PERSPECTIVE: Socioeconomic status (SES) has previously been implicated in the pain experience. The present manuscript aims to present a potential social-biological link between SES and pain via accelerated epigenetic aging.
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Affiliation(s)
- Larissa J. Strath
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Jessica A. Peterson
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Lingsong Meng
- Department of Biostatistics, University of Florida, Gainesville, FL
| | - Asha Rani
- Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville FL
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, Gainesville, FL
| | - Thomas C. Foster
- Genetics and Genomics Program, University of Florida, Gainesville Florida
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL
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10
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Wei YJ, Winterstein AG, Schmidt S, Fillingim RB, Daniels MJ, Solberg L, DeKosky ST. Pain intensity, physical function, and depressive symptoms associated with discontinuing long-term opioid therapy in older adults with Alzheimer's disease and related dementias. Alzheimers Dement 2024; 20:1026-1037. [PMID: 37855270 PMCID: PMC10916940 DOI: 10.1002/alz.13489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/31/2023] [Accepted: 09/02/2023] [Indexed: 10/20/2023]
Abstract
INTRODUCTION Limited evidence exists on the associations of discontinuing versus continuing long-term opioid therapy (LTOT) with pain intensity, physical function, and depression among patients with Alzheimer's disease and related dementias (ADRD). METHODS A cohort study among 138,059 older residents with mild-to-moderate ADRD and receipt of LTOT was conducted using a 100% Medicare nursing home sample. Discontinuation of LTOT was defined as no opioid refills for ≥ 60 days. Outcomes were worsening pain, physical function, and depression from baseline to quarterly assessments during 1- and 2-year follow-ups. RESULTS The adjusted odds of worsening pain and depressive symptoms were 29% and 5% lower at the 1-year follow-up and 35% and 9% lower at the 2-year follow-up for residents who discontinued versus continued LTOT, with no difference in physical function. DISCUSSION Discontinuing LTOT was associated with lower short- and long-term worsening pain and depressive symptoms than continuing LTOT among older residents with ADRD. HIGHLIGHTS Discontinuing long-term opioid therapy (LTOT) was associated with lower short- and long-term worsening pain. Discontinuing LTOT was related to lower short- and long-term worsening depression. Discontinuing LTOT was not associated with short- and long-term physical function.
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Affiliation(s)
- Yu‐Jung Jenny Wei
- Division of Outcomes and Translational SciencesCollege of PharmacyThe Ohio State UniversityColumbusOhioUSA
| | - Almut G. Winterstein
- Department of Pharmaceutical Outcomes and PolicyCollege of PharmacyUniversity of FloridaGainesvilleFloridaUSA
- Center for Drug Evaluation and SafetyUniversity of FloridaGainesvilleFloridaUSA
- Department of EpidemiologyColleges of Medicine and Public Health & Health ProfessionsUniversity of FloridaGainesvilleFloridaUSA
| | - Siegfried Schmidt
- Department of Community Health and Family MedicineCollege of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Roger B. Fillingim
- Pain Research and Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
| | - Michael J. Daniels
- Department of StatisticsCollege of Liberal Arts and SciencesUniversity of FloridaGainesvilleFloridaUSA
| | - Laurence Solberg
- North Florida/South Georgia Veterans Health SystemMalcom Randall Department of Veterans Affairs Medical CenterGeriatrics Research, Education, Clinical Center (GRECC)GainesvilleFloridaUSA
| | - Steven T. DeKosky
- Department of NeurologyMcKnight Brain InstituteUniversity of FloridaGainesvilleFloridaUSA
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11
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Fillingim RB. Redefining sensitization could be a sensitive issue. Pain Rep 2024; 9:1-2. [PMID: 38239566 PMCID: PMC10796134 DOI: 10.1097/pr9.0000000000001126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 11/17/2023] [Indexed: 01/22/2024] Open
Abstract
Commentary on: van den Broeke EN, Crombez G, Vlaeyen JWS. Reconceptualizing sensitization in pain: back to basics. PAIN Reports 2024;9:e1125.
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Affiliation(s)
- Roger B. Fillingim
- Community Dentistry & Behavioral Science, University of Florida College of Dentistry, Gainesville, FL, USA
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12
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Ordonez Diaz T, Fillingim RB, Cruz-Almeida Y, Nichols JA. A Secondary Analysis: Comparison of Experimental Pain and Psychological Impact in Individuals with Carpometacarpal and Knee Osteoarthritis. J Pain Res 2023; 16:4139-4149. [PMID: 38078018 PMCID: PMC10705720 DOI: 10.2147/jpr.s421689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 10/24/2023] [Indexed: 02/12/2024] Open
Abstract
Purpose Evaluate sensory and psychological differences in individuals with thumb carpometacarpal (CMC) and/or knee osteoarthritis (OA) pain. This secondary analysis focuses on comparing the effects of OA at large and small joints in community-dwelling adults. Patients and Methods A total of 434 individuals were recruited from communities in Gainesville, FL and Birmingham, AL. Each participant completed health and clinical history questionnaires, quantitative sensory testing, and physical functional tests. Participants were divided into four groups based on their pain ("CMC pain" (n = 33), "knee pain" (n = 71), "CMC + knee pain" (n = 81), and "pain-free" controls (n = 60)). ANCOVAs were performed to identify significant differences in experimental pain and psychological variables across groups. Results The "CMC + knee pain" group had lower pressure pain thresholds (lateral knee site, p < 0.01) and higher temporal summation of mechanical pain (knee, p < 0.01) when compared to "CMC pain" and "pain-free" groups. The "knee pain" group had lower heat pain tolerance at the forearm site (p = 0.02) and higher mechanical pain (p < 0.01) at both tested sites in comparison to the "CMC pain" group. Lastly, the "CMC + knee pain" group had the highest self-reported pain (p < 0.01) and disability (p < 0.01) compared to all other groups. Conclusion Results suggest knee OA compounded with CMC OA increases disease impact and decreases emotional health compared to OA at either the CMC or knee joint alone. Results also support a relationship between the number of painful joints and enhanced widespread pain sensitivity. Measuring pain at sites other than the primary OA location is important and could contribute to more holistic treatment and prevention of OA progression.
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Affiliation(s)
- Tamara Ordonez Diaz
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Jennifer A Nichols
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Orthopaedics & Sports Medicine, University of Florida, Gainesville, FL, USA
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13
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Mosley SA, Cicali E, Del Cueto A, Portman DG, Donovan KA, Gong Y, Langaee T, Gopalan P, Schmit J, Starr JS, Silver N, Chang YD, Rajasekhara S, Smith JE, Soares HP, Clare-Salzler M, Starostik P, George TJ, McLeod HL, Fillingim RB, Hicks JK, Cavallari LH. CYP2D6-guided opioid therapy for adults with cancer pain: A randomized implementation clinical trial. Pharmacotherapy 2023; 43:1286-1296. [PMID: 37698371 PMCID: PMC10840965 DOI: 10.1002/phar.2875] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 07/31/2023] [Accepted: 08/02/2023] [Indexed: 09/13/2023]
Abstract
INTRODUCTION The CYP2D6 enzyme metabolizes opioids commonly prescribed for cancer-related pain, and CYP2D6 polymorphisms may contribute to variability in opioid response. We evaluated the feasibility of implementing CYP2D6-guided opioid prescribing for patients with cancer and reported pilot outcome data. METHODS Adult patients from two cancer centers were prospectively enrolled into a hybrid implementation-effectiveness clinical trial and randomized to CYP2D6-genotype-guided opioid selection, with clinical recommendations, or usual care. Implementation metrics, including provider response, medication changes consistent with recommendations, and patient-reported pain and symptom scores at baseline and up to 8 weeks, were assessed. RESULTS Most (87/114, 76%) patients approached for the study agreed to participate. Of 85 patients randomized, 71% were prescribed oxycodone at baseline. The median (range) time to receive CYP2D6 test results was 10 (3-37) days; 24% of patients had physicians acknowledge genotype results in a clinic note. Among patients with CYP2D6-genotype-guided recommendations to change therapy (n = 11), 18% had a change congruent with recommendations. Among patients who completed baseline and follow-up questionnaires (n = 48), there was no difference in change in mean composite pain score (-1.01 ± 2.1 vs. -0.41 ± 2.5; p = 0.19) or symptom severity at last follow-up (3.96 ± 2.18 vs. 3.47 ± 1.78; p = 0.63) between the usual care arm (n = 26) and genotype-guided arm (n = 22), respectively. CONCLUSION Our study revealed high acceptance of pharmacogenetic testing as part of a clinical trial among patients with cancer pain. However, provider response to genotype-guided recommendations was low, impacting assessment of pain-related outcomes. Addressing barriers to utility of pharmacogenetics results and clinical recommendations will be critical for implementation success.
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Affiliation(s)
- Scott A Mosley
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
- Department of Clinical Pharmacy, University of Southern California, Los Angeles, California, USA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Alex Del Cueto
- Department of Individualized Cancer Management, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Diane G Portman
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Kristine A Donovan
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Taimour Langaee
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Priya Gopalan
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jessica Schmit
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jason S Starr
- Division of Hematology/Oncology, Mayo Clinic, Jacksonville, Florida, USA
| | - Natalie Silver
- Department of Otolaryngology, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Young D Chang
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Sahana Rajasekhara
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Joshua E Smith
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Heloisa P Soares
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Michael Clare-Salzler
- Department of Pathology, Immunology & Laboratory Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Petr Starostik
- Department of Pathology, Immunology & Laboratory Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Thomas J George
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | | | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, College of Dentistry, Gainesville, Florida, USA
- Clinical and Translational Science Institute, University of Florida, Gainesville, Florida, USA
| | - J Kevin Hicks
- Department of Individualized Cancer Management, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Larisa H Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
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14
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Valdes-Hernandez PA, Nodarse CL, Johnson AJ, Montesino-Goicolea S, Bashyam V, Davatzikos C, Peraza JA, Cole JH, Huo Z, Fillingim RB, Cruz-Almeida Y. Brain-predicted age difference estimated using DeepBrainNet is significantly associated with pain and function-a multi-institutional and multiscanner study. Pain 2023; 164:2822-2838. [PMID: 37490099 PMCID: PMC10805955 DOI: 10.1097/j.pain.0000000000002984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 05/31/2023] [Indexed: 07/26/2023]
Abstract
ABSTRACT Brain age predicted differences (brain-PAD: predicted brain age minus chronological age) have been reported to be significantly larger for individuals with chronic pain compared with those without. However, a debate remains after one article showed no significant differences. Using Gaussian Process Regression, an article provides evidence that these negative results might owe to the use of mixed samples by reporting a differential effect of chronic pain on brain-PAD across pain types. However, some remaining methodological issues regarding training sample size and sex-specific effects should be tackled before settling this controversy. Here, we explored differences in brain-PAD between musculoskeletal pain types and controls using a novel convolutional neural network for predicting brain-PADs, ie, DeepBrainNet. Based on a very large, multi-institutional, and heterogeneous training sample and requiring less magnetic resonance imaging preprocessing than other methods for brain age prediction, DeepBrainNet offers robust and reproducible brain-PADs, possibly highly sensitive to neuropathology. Controlling for scanner-related variability, we used a large sample (n = 660) with different scanners, ages (19-83 years), and musculoskeletal pain types (chronic low back [CBP] and osteoarthritis [OA] pain). Irrespective of sex, brain-PAD of OA pain participants was ∼3 to 4.7 years higher than that of CBP and controls, whereas brain-PAD did not significantly differ among controls and CBP. Moreover, brain-PAD was significantly related to multiple variables underlying the multidimensional pain experience. This comprehensive work adds evidence of pain type-specific effects of chronic pain on brain age. This could help in the clarification of the debate around possible relationships between brain aging mechanisms and pain.
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Affiliation(s)
- Pedro A. Valdes-Hernandez
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Chavier Laffitte Nodarse
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Alisa J. Johnson
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
| | - Soamy Montesino-Goicolea
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
| | - Vishnu Bashyam
- AI2D Center for AI and Data Science for Integrated Diagnostics; and Center for Biomedical Image Computing & Analytics, Perelman School of Medicine, University of Pennsylvania, USA
- Artificial Intelligence in Biomedical Imaging Lab (AIBIL), Department of Radiology, Perelman School of Medicine, University of Pennsylvania, USA
| | - Christos Davatzikos
- AI2D Center for AI and Data Science for Integrated Diagnostics; and Center for Biomedical Image Computing & Analytics, Perelman School of Medicine, University of Pennsylvania, USA
| | - Julio A. Peraza
- Department of Physics, Florida International University, USA
| | - James H. Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, UK
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, UK
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health and Health Professions and College of Medicine, University of Florida, USA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
| | - Yenisel Cruz-Almeida
- Department of Community Dentistry and Behavioral Science, University of Florida, USA
- Pain Research and Intervention Center of Excellence, University of Florida, USA
- Center for Cognitive Aging and Memory, McKnight Brain Institute, University of Florida, USA
- Department of Neuroscience, College of Medicine, University of Florida, USA
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15
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Antoine LH, Tanner JJ, Mickle AM, Gonzalez CE, Kusko DA, Watts KA, Rumble DD, Buchanan TL, Sims AM, Staud R, Lai S, Deshpande H, Phillips B, Buford TW, Aroke EN, Redden DT, Fillingim RB, Goodin BR, Sibille KT. Greater socioenvironmental risk factors and higher chronic pain stage are associated with thinner bilateral temporal lobes. Brain Behav 2023; 13:e3330. [PMID: 37984835 PMCID: PMC10726852 DOI: 10.1002/brb3.3330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 10/31/2023] [Accepted: 11/02/2023] [Indexed: 11/22/2023] Open
Abstract
INTRODUCTION Previous research indicates ethnic/race group differences in pain and neurodegenerative diseases. Accounting for socioenvironmental factors reduces ethnic/race group differences in clinical and experimental pain. In the current study sample, we previously reported that in individuals with knee pain, ethnic/race group differences were observed in bilateral temporal lobe thickness, areas of the brain associated with risk for Alzheimer's disease, and related dementias. The purpose of the study was to determine if socioenvironmental factors reduce or account for previously observed ethnic/race group differences and explore if a combined effect of socioenvironmental risk and chronic pain severity on temporal lobe cortices is evident. METHODS Consistent with the prior study, the sample was comprised of 147 adults (95 women, 52 men), 45-85 years of age, who self-identified as non-Hispanic Black (n = 72) and non-Hispanic White (n = 75), with knee pain with/at risk for osteoarthritis. Measures included demographics, health history, pain questionnaires, cognitive screening, body mass index, individual- and community-level socioenvironmental factors (education, income, household size, marital and insurance status, and area deprivation index), and brain imaging. We computed a summative socioenvironmental risk index. RESULTS Regression analyses showed that with the inclusion of socioenvironmental factors, the model was significant (p < .001), and sociodemographic (ethnic/race) group differences were not significant (p = .118). Additionally, findings revealed an additive stress load pattern indicating thinner temporal lobe cortices with greater socioenvironmental risk and chronic pain severity (p = .048). IMPLICATIONS Although individual socioenvironmental factors were not independent predictors, when collectively combined in models, ethnic/race group differences in bilateral temporal lobe structures were not replicated. Further, combined socioenvironmental risk factors and higher chronic pain severity were associated with thinner bilateral temporal lobes.
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Affiliation(s)
- Lisa H. Antoine
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Jared J. Tanner
- Department of Clinical and Health PsychologyUniversity of FloridaGainesvilleFloridaUSA
| | - Angela M. Mickle
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Physical Medicine & RehabilitationUniversity of FloridaGainesvilleFloridaUSA
| | - Cesar E. Gonzalez
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Daniel A. Kusko
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Kristen Allen Watts
- Heersink School of MedicineUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Deanna D. Rumble
- Department of Psychology and CounselingUniversity of Central ArkansasConwayArkansasUSA
| | - Taylor L. Buchanan
- Center for Exercise MedicineUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Andrew M. Sims
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Roland Staud
- Department of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Song Lai
- Department of Radiation OncologyUniversity of FloridaGainesvilleFloridaUSA
| | | | - Brandis Phillips
- Department of Accounting & FinanceNorth Carolina A&T State UniversityGreensboroNorth CarolinaUSA
| | - Thomas W. Buford
- Department of Medicine − Division of Gerontology, Geriatrics, and Palliative CareUniversity of Alabama at BirminghamBirminghamAlabamaUSA
- Birmingham/Atlanta Geriatric Research, Education, and Clinical CenterBirmingham VA Medical CenterBirminghamAlabamaUSA
| | - Edwin N. Aroke
- School of NursingUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - David T. Redden
- Department of BiostatisticsUniversity of Alabama at BirminghamBirminghamAlabamaUSA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Community of Dentistry and Behavioral SciencesUniversity of FloridaGainesvilleFloridaUSA
| | - Burel R. Goodin
- Department of PsychologyUniversity of Alabama at BirminghamBirminghamAlabamaUSA
- Department of AnesthesiologyWashington University, Washington University Pain CenterSt. LouisMissouriUSA
| | - Kimberly T. Sibille
- Pain Research & Intervention Center of ExcellenceUniversity of FloridaGainesvilleFloridaUSA
- Department of Physical Medicine & RehabilitationUniversity of FloridaGainesvilleFloridaUSA
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16
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Mickle AM, Tanner JJ, Olowofela B, Wu S, Garvan C, Lai S, Addison A, Przkora R, Edberg JC, Staud R, Redden D, Goodin BR, Price CC, Fillingim RB, Sibille KT. Elucidating individual differences in chronic pain and whole person health with allostatic load biomarkers. Brain Behav Immun Health 2023; 33:100682. [PMID: 37701788 PMCID: PMC10493889 DOI: 10.1016/j.bbih.2023.100682] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 08/12/2023] [Accepted: 08/26/2023] [Indexed: 09/14/2023] Open
Abstract
Chronic pain is a stressor that affects whole person functioning. Persistent and prolonged activation of the body's stress systems without adequate recovery can result in measurable physiological and neurobiological dysregulation recognized as allostatic load. We and others have shown chronic pain is associated with measures of allostatic load including clinical biomarker composites, telomere length, and brain structures. Less is known regarding how different measures of allostatic load align. The purpose of the study was to evaluate relationships among two measures of allostatic load: a clinical composite and pain-related brain structures, pain, function, and socioenvironmental measures. Participants were non-Hispanic black and non-Hispanic white community-dwelling adults between 45 and 85 years old with knee pain. Data were from a brain MRI, questionnaires specific to pain, physical and psychosocial function, and a blood draw. Individuals with all measures for the clinical composite were included in the analysis (n = 175). Indicating higher allostatic load, higher levels of the clinical composite were associated with thinner insula cortices with trends for thinner inferior temporal lobes and dorsolateral prefrontal cortices (DLPFC). Higher allostatic load as measured by the clinical composite was associated with greater knee osteoarthritis pathology, pain disability, and lower physical function. Lower allostatic load as indicated by thicker insula cortices was associated with higher income and education, and greater physical functioning. Thicker insula and DLPFC were associated with a lower chronic pain stage. Multiple linear regression models with pain and socioenvironmental measures as the predictors were significant for the clinical composite, insular, and inferior temporal lobes. We replicate our previously reported bilateral temporal lobe group difference pattern and show that individuals with high chronic pain stage and greater socioenvironmental risk have a higher allostatic load as measured by the clinical composite compared to those individuals with high chronic pain stage and greater socioenvironmental buffers. Although brain structure differences are shown in individuals with chronic pain, brain MRIs are not yet clinically applicable. Our findings suggest that a clinical composite measure of allostatic load may help identify individuals with chronic pain who have biological vulnerabilities which increase the risk for poor health outcomes.
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Affiliation(s)
- Angela M. Mickle
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
| | - Jared J. Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL 32603, USA
| | - Bankole Olowofela
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Stanley Wu
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Song Lai
- Department of Radiation Oncology & CTSI Human Imaging Core, University of Florida, 2004 Mowry Rd Gainesville, FL 32610, USA
| | - Adriana Addison
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
| | - Rene Przkora
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
| | - Jeffrey C. Edberg
- Department of Medicine, Division of Clinical Immunology & Rheumatology, University of Alabama at Birmingham, 1825 University Blvd, Birmingham, AL 35294, USA
| | - Roland Staud
- Department of Medicine, University of Florida, PO Box 100277, Gainesville, FL, USA
| | - David Redden
- Department of Biostatistics, The University of Alabama at Birmingham, 1665 University Boulevard, Birmingham, AL, USA
| | - Burel R. Goodin
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
- Department of Anesthesiology, Washington University, 660 S. Euclid Avenue, St. Louis, MO 63110, USA
| | - Catherine C. Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL 32603, USA
| | - Roger B. Fillingim
- Department of Community of Dentistry, University of Florida, 1329 SW 16th St, Room 5180, Gainesville, FL 32610, USA
| | - Kimberly T. Sibille
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL 32603, USA
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL. 32610, USA
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17
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Sheikh S, Fernandez R, Smotherman C, Brailsford J, Langaee T, Velasquez E, Henson M, Munson T, Bertrand A, Hendry P, Anton S, Fillingim RB, Cavallari LH. A pilot study to identify pharmacogenomic and clinical risk factors associated with opioid related falls and adverse effects in older adults. Clin Transl Sci 2023; 16:2331-2344. [PMID: 37705211 PMCID: PMC10651658 DOI: 10.1111/cts.13634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 07/01/2023] [Accepted: 08/30/2023] [Indexed: 09/15/2023] Open
Abstract
Given the high prevalence of pain in older adults and current trends in opioid prescribing, inclusion of genetic information in risk prediction tools may improve opioid risk assessment. Our objectives were to (1) determine the feasibility of recruiting socioeconomically disadvantaged and racially diverse middle aged and older adult populations for a study seeking to identify risk factors for opioid-related falls and other serious adverse effects and (2) explore potential associations between the Risk Index for Overdose or Serious Opioid-induced Respiratory Depression (CIP-RIOSORD) risk class and other patient factors with falls and serious opioid adverse effects. This was an observational study of 44 participants discharged home from the emergency department with an opioid prescription for acute pain and followed for 30 days. We found pain interference may predict opioid-related falls or serious adverse effects within older, opioid-treated patients. If validated, pain interference may prove to be a beneficial marker for risk stratification of older adults initiated on opioids for acute pain.
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Affiliation(s)
- Sophia Sheikh
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Rosemarie Fernandez
- Department of Emergency MedicineUniversity of Florida College of MedicineGainesvilleFloridaUSA
| | - Carmen Smotherman
- Center for Data SolutionsUniversity of Florida, College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Jennifer Brailsford
- Center for Data SolutionsUniversity of Florida, College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Taimour Langaee
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics and Precision MedicineUniversity of Florida College of PharmacyGainesvilleFloridaUSA
| | - Esteban Velasquez
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Morgan Henson
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Taylor Munson
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Andrew Bertrand
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Phyllis Hendry
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Stephen Anton
- Department of Physiology and AgingUniversity of FloridaGainesvilleFloridaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral ScienceUniversity of Florida College of DentistryGainesvilleFloridaUSA
| | - Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics and Precision MedicineUniversity of Florida College of PharmacyGainesvilleFloridaUSA
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18
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Alpert JM, Sharma B, Cenko E, Zapata R, Karnati Y, Fillingim RB, Gill TM, Marsiske M, Ranka S, Manini T. Identifying barriers and facilitators for using a smartwatch to monitor health among older adults. Educ Gerontol 2023; 50:282-295. [PMID: 38737621 PMCID: PMC11081104 DOI: 10.1080/03601277.2023.2260970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2024]
Abstract
Smartwatches are a type of wearable device that enable continuous monitoring of an individual's activities and critical health metrics. As the number of older adults age 65+ continues to grow in the U.S., so does their usage of smartwatches, making it necessary to understand the real-world uptake and use of these devices to monitor health. In this study, older adults with a relatively high level of education and digital skills were provided with a smartwatch equipped with a mobile application (ROAMM) that was worn for a median of 14 days. Usability surveys were distributed, and a qualitative analysis was performed about participants' experience using the smartwatch and ROAMM application. Constructs from the Technology Acceptance Model and Consolidated Framework for Implementation Research were incorporated into in-depth interviews, which were recorded and transcribed. Data were analyzed using the constant comparative method. Interviews among 30 older adults revealed the following main themes: 1) familiarization with the device and adoption and acceptance, 2) factors encouraging usage, such as a doctor's endorsement or the appeal of tracking one's health, and 3) barriers to usage, such as insufficient education and training and the desire for additional functionality. Overall, participants found the smartwatch easy to use and were likely to continue using the device in a long-term study. Data generated from smartwatches have the potential to engage individuals about their health and could inspire them to participate more actively during clinical encounters.
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Affiliation(s)
- Jordan M. Alpert
- Internal Medicine and Geriatrics, Cleveland Clinic, Cleveland, OH, USA
| | - Bhakti Sharma
- College of Journalism and Communications, University of Florida, Gainesville, FL, USA
| | - Erta Cenko
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Ruben Zapata
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Yashaswi Karnati
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Thomas M. Gill
- Department of Medicine, Yale University, New Haven, CT, USA
| | - Michael Marsiske
- Department of Clinical and Health Psychology in the College of Public Health and Health Professions, University of Florida, Gainesville, FL, USA
| | - Sanjay Ranka
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
| | - Todd Manini
- Department of Health Outcomes and Biomedical Informatics, University of Florida, Gainesville, FL, USA
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19
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Zajacova A, Pereira Filho A, Limani M, Grol-Prokopczyk H, Zimmer Z, Scherbakov D, Fillingim RB, Hayward MD, Gilron I, Macfarlane GJ. Self-Reported Pain Treatment Practices Among U.S. and Canadian Adults: Findings From a Population Survey. Innov Aging 2023; 7:igad103. [PMID: 38094928 PMCID: PMC10714903 DOI: 10.1093/geroni/igad103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Indexed: 02/01/2024] Open
Abstract
Background and Objectives Pain treatments and their efficacy have been studied extensively. Yet surprisingly little is known about the types of treatments, and combinations of treatments, that community-dwelling adults use to manage pain, as well as how treatment types are associated with individual characteristics and national-level context. To fill this gap, we evaluated self-reported pain treatment types among community-dwelling adults in the United States and Canada. We also assessed how treatment types correlate with individuals' pain levels, sociodemographic characteristics, and country of residence, and identified unique clusters of adults in terms of treatment combinations. Research Design and Methods We used the 2020 "Recovery and Resilience" United States-Canada general online survey with 2 041 U.S. and 2 072 Canadian community-dwelling adults. Respondents selected up to 10 pain treatment options including medication, physical therapy, exercise, etc., and an open-ended item was available for self-report of any additional treatments. Data were analyzed using descriptive, regression-based, and latent class analyses. Results Over-the-counter (OTC) medication was reported most frequently (by 55% of respondents, 95% CI 53%-56%), followed by "just living with pain" (41%, 95% CI 40%-43%) and exercise (40%, 95% CI 38%-41%). The modal response (29%) to the open-ended item was cannabis use. Pain was the most salient correlate, predicting a greater frequency of all pain treatments. Country differences were generally small; a notable exception was alcohol use, which was reported twice as often among U.S. versus Canadian adults. Individuals were grouped into 5 distinct clusters: 2 groups relied predominantly on medication (prescription or OTC), another favored exercise and other self-care approaches, one included adults "just living with" pain, and the cluster with the highest pain levels employed all modalities heavily. Discussion and Implications Our findings provide new insights into recent pain treatment strategies among North American adults and identify population subgroups with potentially unmet need for more adaptive and effective pain management.
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Affiliation(s)
- Anna Zajacova
- Department of Sociology, University of Western Ontario, London, Ontario, Canada
| | - Alvaro Pereira Filho
- Department of Political Science, University of Western Ontario, London, Ontario, Canada
| | - Merita Limani
- Department of Sociology, University of Western Ontario, London, Ontario, Canada
| | - Hanna Grol-Prokopczyk
- Department of Sociology, University at Buffalo, State University of New York, Buffalo, New York, USA
| | - Zachary Zimmer
- Department of Family Studies and Gerontology, Global Aging and Community Initiative, Mount Saint Vincent University, Halifax, Nova Scotia, Canada
| | - Dmitry Scherbakov
- Integrative Pain Laboratory, School of Public Health, University of Haifa, Haifa, Israel
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida, USA
| | - Mark D Hayward
- Department of Sociology, University of Texas at Austin, Austin, Texas, USA
| | - Ian Gilron
- Department of Anesthesiology and Perioperative Medicine, Queens University, Kingston, Ontario, Canada
| | - Gary J Macfarlane
- Department of Epidemiology, Aberdeen Centre for Arthritis and Musculoskeletal Health, University of Aberdeen, Aberdeen, UK
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20
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Janevic MR, Murnane E, Fillingim RB, Kerns RD, Reid MC. Mapping the Design Space of Technology-Based Solutions for Better Chronic Pain Care: Introducing the Pain Tech Landscape. Psychosom Med 2023; 85:612-618. [PMID: 37010232 PMCID: PMC10523878 DOI: 10.1097/psy.0000000000001200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/04/2023]
Abstract
OBJECTIVES Technology has substantial potential to transform and extend care for persons with chronic pain, a burdensome and costly condition. To catalyze the development of impactful applications of technology in this space, we developed the Pain Tech Landscape (PTL) model, which integrates pain care needs with characteristics of technological solutions. METHODS Our interdisciplinary group representing experts in pain and human factors research developed PTL through iterative discussions. To demonstrate one potential use of the model, we apply data generated from a narrative review of selected pain and technology journals (2000-2020) in the form of heat map overlays, to reveal where pain tech research attention has focused to date. RESULTS The PTL comprises three two-dimensional planes, with pain care needs on each x axis (measurement to management) and technology applications on the y axes according to a) user agency (user- to system-driven), b) usage time frame (temporary to lifelong), and c) collaboration (single-user to collaborative). Heat maps show that existing applications reside primarily in the "user-driven/management" quadrant (e.g., self-care apps). Examples of less developed areas include artificial intelligence and Internet of Things (i.e., Internet-linked household objects), and collaborative/social tools for pain management. CONCLUSIONS Collaborative development between the pain and tech fields in early developmental stages using the PTL as a common language could yield impactful solutions for chronic pain management. The PTL could also be used to track developments in the field over time. We encourage periodic reassessment and refinement of the PTL model, which can also be adapted to other chronic conditions.
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Affiliation(s)
- Mary R Janevic
- From the University of Michigan School of Public Health (Janevic), Ann Arbor, Michigan; Dartmouth College Thayer School of Engineering (Murnane), Hanover, New Hampshire; University of Florida College of Dentistry (Fillingim), Gainesville, Florida; Yale University (Kerns), New Haven, Connecticut; and Weill Cornell Medicine (Reid), New York City, New York
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21
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Simon CB, Bishop MD, Wallace MR, Staud R, DelRocco N, Wu SS, Dai Y, Borsa PA, Greenfield WH, Fillingim RB, George SZ. Circulating Inflammatory Biomarkers Predict Pain Change Following Exercise-Induced Shoulder Injury: Findings From the Biopsychosocial Influence on Shoulder Pain Preclinical Trial. J Pain 2023; 24:1465-1477. [PMID: 37178095 PMCID: PMC10523877 DOI: 10.1016/j.jpain.2023.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 03/03/2023] [Accepted: 04/02/2023] [Indexed: 05/15/2023]
Abstract
Shoulder pain is a highly prevalent musculoskeletal condition that frequently leads to suboptimal clinical outcomes. This study tested the extent to which circulating inflammatory biomarkers are associated with reports of shoulder pain and upper-extremity disability for a high-risk genetic by psychological subgroup (catechol-O-methyltransferase [COMT] variation by pain catastrophizing [PCS]). Pain-free adults meeting high-risk COMT × PCS subgroup criteria completed an exercise-induced muscle injury protocol. Thirteen biomarkers were collected and analyzed from plasma 48 hours after muscle injury. Shoulder pain intensity and disability (Quick-DASH) were reported at 48 and 96 hours to calculate change scores. Using an extreme sampling technique, 88 participants were included in this analysis. After controlling for age, sex, and BMI, there were moderate positive associations between higher c-reactive protein (CRP; βˆ = .62; 95% confidence interval [CI] = -.03, 1.26), interleukin-6 (IL-6; βˆ = 3.13; CI = -.11, 6.38), and interleukin-10 (IL-10; βˆ = 2.51; CI = -.30, 5.32); and greater pain reduction from 48 to 96 hours post exercise muscle injury. Using an exploratory multivariable model to predict pain changes from 48 to 96 hours, we found participants with higher IL-10 were less likely to experience a high increase in pain (βˆ = -10.77; CI = -21.25, -2.69). Study findings suggest CRP, IL-6, and IL-10 are related to shoulder pain change for a preclinical high-risk COMT × PCS subgroup. Future studies will translate to clinical shoulder pain and decipher the complex and seemingly pleiotropic interplay between inflammatory biomarkers and shoulder pain change. PERSPECTIVE: In a preclinical high-risk COMT × PCS subgroup, 3 circulating inflammatory biomarkers (CRP, IL-6, and IL-10) were moderately associated with pain improvement following exercise-induced muscle injury.
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Affiliation(s)
- Corey B Simon
- Department of Orthopaedic Surgery, Duke University School of Medicine, Durham, North Carolina; Duke Clinical Research Institute, Duke University School of Medicine, Durham, North Carolina.
| | - Mark D Bishop
- Department of Physical Therapy, University of Florida, Gainesville, Florida
| | - Margaret R Wallace
- Department of Molecular Genetics and Microbiology, UF Genetics Institute, University of Florida, Gainesville, Florida
| | - Roland Staud
- Department of Medicine, University of Florida, Gainesville, Florida
| | - Natalie DelRocco
- Department of Biostatistics, University of Florida, Gainesville, Florida
| | - Samuel S Wu
- Department of Biostatistics, University of Florida, Gainesville, Florida
| | - Yunfeng Dai
- Department of Biostatistics, University of Florida, Gainesville, Florida
| | - Paul A Borsa
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, Florida
| | | | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, Florida; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida
| | - Steven Z George
- Department of Orthopaedic Surgery, Duke University School of Medicine, Durham, North Carolina; Duke Clinical Research Institute, Duke University School of Medicine, Durham, North Carolina
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22
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Sanders AE, Wallace ED, Ehrmann BM, Soma PS, Shaikh SR, Preisser JS, Ohrbach R, Fillingim RB, Slade GD. Non-esterified erythrocyte linoleic acid, arachidonic acid, and subjective sleep outcomes. Prostaglandins Leukot Essent Fatty Acids 2023; 195:102580. [PMID: 37451068 PMCID: PMC10529142 DOI: 10.1016/j.plefa.2023.102580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Revised: 07/03/2023] [Accepted: 07/06/2023] [Indexed: 07/18/2023]
Abstract
OBJECTIVE This study investigated whether non-esterified erythrocyte omega-6 PUFAs were associated with subjective assessment of sleep quality and duration, and risk for obstructive sleep apnea. METHODS In this secondary analysis of the cross-sectional OPPERA-II study, 538 adults completed the Pittsburgh Sleep Quality Index (PSQI), reported their usual hours of sleep, and answered STOP screening questions for obstructive sleep apnea. Circulating non-esterified erythrocyte concentrations of omega-6 PUFA linoleic acid and arachidonic acid were quantified by liquid chromatography tandem mass spectroscopy. Sleep outcomes were dichotomized as poor (PSQI ≤5) vs good (PSQI ≥6) sleep quality, insufficient or excessive (≤6 or >9 h) vs good (7-9 h) sleep duration, and high (≥2 affirmative responses) vs low (<2 affirmative responses) risk for obstructive sleep apnea. Non-esterified omega-6 PUFAs and the continuous covariates of body mass index, Short Form (SF) 12 Health Survey Physical and Mental Component scores and resting measures of systolic and diastolic blood pressure were standardized for multivariable analysis. Categorical covariates were study site, age, sex, and race/ethnicity. Multivariable-adjusted logistic regression first estimated odds ratios (OR) and 95% confidence limits (CL) for sleep outcomes using linoleic acid as the main exposure. Analysis was then repeated using arachidonic acid as the main exposure. RESULTS In the multivariable-adjusted model, each standard deviation increase in non-esterified erythrocyte linoleic acid was associated with higher odds of poor sleep quality (OR=1.2, 95% CL: 1.1, 1.5), insufficient or excessive sleep (OR= 1.3, 95% CL: 1.1, 1.6) and high-risk for obstructive sleep apnea (OR=1.3, 95% CL: 1.1, 1.6). Likewise, for each standard deviation increase in non-esterified erythrocyte arachidonic acid, odds increased of poor sleep quality (OR=1.2, 95% CL: 1.1, 1.5), and insufficient or excessive sleep (OR=1.2, 95% CL: 1.1, 1.5). Odds of being high risk for obstructive sleep apnea increased with greater circulating arachidonic acid, but the association did not reach statistical significance (OR=1.1, 95% CL: 0.9, 1.4). CONCLUSION Non-esterified erythrocyte linoleic acid and arachidonic acid were associated with poor sleep quality and insufficient or excessive sleep duration. Linoleic acid, but not arachidonic acid, was also associated with high risk for obstructive sleep apnea.
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Affiliation(s)
- Anne E Sanders
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
| | - E Diane Wallace
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Brandie M Ehrmann
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Paul S Soma
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Saame R Shaikh
- Department of Nutrition, Gillings School of Global Public Health and School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - John S Preisser
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Richard Ohrbach
- Department of Oral Diagnostic Sciences, University at Buffalo, Buffalo, NY 14260, USA
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32611, USA; Pain Research and Intervention Center of Excellence, Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL 32611, USA
| | - Gary D Slade
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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23
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Montesino-Goicolea S, Valdes-Hernandez P, Laffitte Nodarse C, Johnson AJ, Cole JH, Antoine LH, Goodin BR, Fillingim RB, Cruz-Almeida Y. Brain-predicted age difference mediates the association between PROMIS sleep impairment, and self-reported pain measure in persons with knee pain. Aging Brain 2023; 4:100088. [PMID: 37519450 PMCID: PMC10382912 DOI: 10.1016/j.nbas.2023.100088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 07/11/2023] [Accepted: 07/12/2023] [Indexed: 08/01/2023] Open
Abstract
Knee pain, the most common cause of musculoskeletal pain (MSK), constitutes a severe public health burden. Its neurobiological causes, however, remain poorly understood. Among many possible causes, it has been proposed that sleep problems could lead to an increase in chronic pain symptomatology, which may be driven by central nervous system changes. In fact, we previously found that brain cortical thickness mediated the relationship between sleep qualities and pain severity in older adults with MSK. We also demonstrated a significant difference in a machine-learning-derived brain-aging biomarker between participants with low-and high-impact knee pain. Considering this, we examined whether brain aging was associated with self-reported sleep and pain measures, and whether brain aging mediated the relationship between sleep problems and knee pain. Exploratory Spearman and Pearson partial correlations, controlling for age, sex, race and study site, showed a significant association of brain aging with sleep related impairment and self-reported pain measures. Moreover, mediation analysis showed that brain aging significantly mediated the effect of sleep related impairment on clinical pain and physical symptoms. Our findings extend our prior work demonstrating advanced brain aging among individuals with chronic pain and the mediating role of brain-aging on the association between sleep and pain severity. Future longitudinal studies are needed to further understand whether the brain can be a therapeutic target to reverse the possible effect of sleep problems on chronic pain.
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Affiliation(s)
- Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Pedro Valdes-Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - Alisa J. Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
| | - James H. Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, UK
- Dementia Research Centre, Institute of Neurology, University College London, UK
| | - Lisa H. Antoine
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, United States
| | - Burel R. Goodin
- Department of Psychology, College of Arts and Sciences, University of Alabama at Birmingham, United States
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, United States
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, United States
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, United States
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24
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Bartley EJ, Makhoul M, Palit S, Robinson ME, Fillingim RB. Examining Physical and Cognitive Function in Chronic Low Back Pain Through the Use of a Multisystem Resilience Framework. Pain Med 2023; 24:547-555. [PMID: 36269196 PMCID: PMC10406157 DOI: 10.1093/pm/pnac156] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 09/02/2022] [Accepted: 10/06/2022] [Indexed: 02/05/2023]
Abstract
OBJECTIVES Chronic pain results in significant impairment in older adults, yet some individuals maintain adaptive functioning. Limited research has considered the role of positive resources in promoting resilience among older adults. Likewise, these factors have largely been examined independently. We aimed to identify resilience domains based on biopsychosocial factors and explore whether resilience phenotypes vary across sleep disturbance, fatigue, and cognitive function. METHODS Sixty adults (ages ≥60 years) with chronic low back pain completed measures of psychological, health, and social functioning. On the basis of previously published analyses, principal-components analysis was conducted to create composite domains for these measures, followed by cluster analysis to identify phenotypes. RESULTS Four profiles emerged: Cluster 1, with high levels of psychosocial and health-related functioning; Cluster 2, with high health-related functioning and low psychosocial functioning; Cluster 3, with high psychosocial functioning and poorer health; and Cluster 4, with low levels of functioning across all domains. Significant differences across cluster membership emerged for sleep disturbance (ηp2 = 0.29), fatigue (ηp2 = 0.29), and cognitive abilities (ηp2 = 0.47). Individuals with the highest levels of resilience demonstrated more optimal outcomes in sleep and fatigue (P values ≤0.001) than did individuals with a less resilient phenotype. Furthermore, the High-Resilience group (Cluster 1) and the High Psychosocial / Low Health group (Cluster 3) had lower cognitive impairment than did the High Health / Low Psychosocial group (Cluster 2) and the Low-Resilience group (Cluster 4) (P values ≤0.009). CONCLUSIONS A higher array of protective resources could buffer against the negative sequelae associated with chronic low back pain. These exploratory findings support the multidimensional nature of resilience and suggest that targeting resilience from a multisystem perspective might help to optimize interventions for older adults with chronic pain.
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Affiliation(s)
- Emily J Bartley
- Correspondence to: Emily J. Bartley, PhD, Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, 1329 SW 16 St., Suite 5192, Gainesville, FL 32610, USA. Tel: 352-273-8934; Fax: 352-273-5985; E-mail:
| | - Melissa Makhoul
- Hariri School of Nursing, American University of Beirut, Beirut, Lebanon
| | - Shreela Palit
- Nemours Children’s Health, Center for Healthcare Delivery Science, Jacksonville, Florida, USA
| | - Michael E Robinson
- Department of Clinical and Health Psychology, University of Florida, Gainesville, Florida, USA
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida, USA
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25
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Montesino-Goicolea S, Nin O, Gonzalez BM, Sawczuk NJ, Nodarse CL, Valdes-Hernandez PA, Jackson E, Huo Z, Somerville JET, Porges EC, Smith C, Fillingim RB, Cruz-Almeida Y. Protocol for a pilot and feasibility randomized-controlled trial of four weeks of oral γ-aminobutyric acid (GABA) intake and its effect on pain and sleep in middle-to-older aged adults. Contemp Clin Trials Commun 2023; 32:101066. [PMID: 36712186 PMCID: PMC9876833 DOI: 10.1016/j.conctc.2023.101066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 12/05/2022] [Accepted: 01/14/2023] [Indexed: 01/22/2023] Open
Abstract
Approximately 1.71 billion people globally live with musculoskeletal pain conditions, including low back pain, knee pain, and neck pain Cieza et al. (2020). In the US, an estimated 20.4% of U.S. adult had chronic pain and 8.0% of U.S. adults had high-impact chronic pain, with higher prevalence associated with advancing age Dahlhamer et al. (2018). On the other hand, between 50 and 70 million US adults have a sleep disorder (American Sleep Association). Although the link between sleep and pain is widely established, the neurobiological mechanisms underlying this relationship have yet to be fully elucidated, specifically within an aged population. As currently available sleep and chronic pain therapies are only partially effective, novel treatment approaches are urgently needed. Given the potential mechanistic role of γ-aminobutyric acid (GABA) in both conditions, and the availability of GABA supplements over the counter, the present proposal will determine the feasibility and acceptability of oral GABA administration in middle-to-older aged adults with chronic pain and sleep disorders as well as characterize the potential neurobiological mechanisms involved in both conditions. Results from the present investigation using a parallel, double-blinded, placebo-controlled study will provide novel preliminary information needed for future translational pain and sleep research.
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Affiliation(s)
- Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
| | - Olga Nin
- Department of Anesthesiology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Barbara M. Gonzalez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Nathalie J. Sawczuk
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Pedro Antonio Valdes-Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Elijah Jackson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Jessie Elise T. Somerville
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Eric C. Porges
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Clinical and Health Psychology College of Public Health and Health Professions, University of Florida, Gainesville, FL, USA
| | - Cameron Smith
- Department of Anesthesiology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
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Sharma S, Slade GD, Fillingim RB, Ohrbach R. A rose by another name? Characteristics that distinguish headache secondary to temporomandibular disorder from headache that is comorbid with temporomandibular disorder. Pain 2023; 164:820-830. [PMID: 36048529 PMCID: PMC9971346 DOI: 10.1097/j.pain.0000000000002770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Accepted: 08/19/2022] [Indexed: 11/26/2022]
Abstract
ABSTRACT Co-occurring pain conditions that affect overlapping body regions are complicated by the distinction between primary vs secondary pain conditions. We investigate the occurrence of headache and painful temporomandibular disorder (TMD) in a community-based, cross-sectional study of US adults in the Orofacial Pain: Prospective Evaluation and Risk Assessment (OPPERA-II) study. A specific goal was to determine whether headache attributed to TMD is separable from primary headache. Using DC/TMD and International Classification of Headache Disorders-third edition criteria, 3 groups of individuals were created: (a) headache without TMD; (b) headache comorbid with TMD; and (c) headache attributed to TMD. Regression models compared study groups according to demographic and comorbid characteristics, and post hoc contrasts tested for differences. Descriptive statistics and Cohen d effect size were computed, by group, for each predictor variable. Differences in continuous predictors were analyzed using one-way analysis of variance. Nearly all demographic and comorbid variables distinguished the combined headache and TMD groups from the group with headache alone. Relative to the reference group with primary headache alone, markers related to headache, TMD, somatic pain processing, psychosocial, and health conditions were substantially greater in both headache comorbid with TMD and headache attributed to TMD, attesting to their qualitative similarities. However, effect sizes relative to the reference group were large for headache comorbid with TMD and larger again for headache attributed to TMD, attesting to their separability in quantitative terms. In summary, the presence of overlapping painful TMD and headache adds substantially to the biopsychosocial burden of headache and points to the importance of comprehensive assessment and differential management.
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Affiliation(s)
- Sonia Sharma
- Department of Neurosurgery, Neuro Pain Management Center, University of Rochester Medical Center, Rochester, NY, United States
- Department of Oral Diagnostic Sciences, University at Buffalo School of Dental Medicine, Buffalo, NY, United States
| | - Gary D Slade
- Division of Pediatric and Population Health, UNC Adams School of Dentistry, Chapel Hill, NC, United States
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Richard Ohrbach
- Department of Oral Diagnostic Sciences, University at Buffalo School of Dental Medicine, Buffalo, NY, United States
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Antoine LH, Kusko D, Thomas PA, Fillingim RB, Sibille KT, Goodin BR. Higher Body Weight Is Associated With Greater Knee Pain Severity. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Bell K, Strath LJ, Nodarse CL, Valdes-Hernandez P, Fillingim RB, Cruz-Almeida Y. Differences In White Matter Microstructure In Males And Females With And Without Chronic Pain. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Johnson A, Goodin BR, Staud R, Fillingim RB, Cruz-Almeida Y. Prospective Associations Between Psychological And Biobehavioral Factors With Pain And Pain-Related Disability At Two-Year Follow-Up In Middle-Aged And Older Adults With Chronic Knee Pain. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Valdes-Hernandez PA, Johnson A, Montesino-Goicolea S, Nodarse CL, Bashyam V, Davatzikos C, Fillingim RB, Cruz-Almeida Y. Accelerated Brain Age Mediates The Association Between Psychological Profiles And Clinical Pain In Knee Osteoarthritis. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Staud R, Godfrey MM, Riley JL, Fillingim RB. Efficiency of pain inhibition and facilitation of fibromyalgia patients is not different from healthy controls: Relevance of sensitivity-adjusted test stimuli. Br J Pain 2023; 17:182-194. [PMID: 37057258 PMCID: PMC10088420 DOI: 10.1177/20494637221138318] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Background Pain is a dynamic phenomenon dependent on the balance of endogenous excitatory and inhibitory systems, which can be characterized by quantitative sensory testing. Many previous studies of pain modulatory capacity of patients with fibromyalgia syndrome (FM) have reported decreased pain inhibition or increased pain facilitation. This is the first study to assess pain modulation, including conditioned pain modulation (CPM) and temporal pain summation, in the same healthy control (HC) and FM participants. Methods Only sensitivity-adjusted stimuli were utilized for testing of conditioned pain modulation (CPM) and temporal pain summation in 23 FM patients and 28 HC. All subjects received sensitivity-adjusted ramp-hold (sRH) during testing of pain facilitation (temporal summation) and pain inhibition (CPM). CPM efficacy was evaluated with test stimuli applied either concurrently or after application of the conditioning stimulus. Finally, the effects of CPM on pressure pain thresholds were tested. Results FM subjects required significantly less intense test and conditioning stimuli than HC participants to achieve standardized pain ratings of 50 ± 10 numerical rating scale (NRS) (p = 0.03). Using such stimuli, FM subjects' temporal pain summation and CPM efficacy was not significantly different from HC (all p > 0.05), suggesting similar pain facilitation and inhibition. Furthermore, the CPM efficacy of FM and HC participants was similar regardless of whether the test stimuli were applied during or after the conditioning stimulus (p > 0.05). Conclusion Similar to previous studies, FM participants demonstrated hyperalgesia to heat, cold, and mechanical stimuli. However, using only sensitivity-adjusted stimuli during CPM and temporal summation testing, FM patients demonstrated similarly effective pain inhibition and facilitation than HC, suggesting that their pain modulation is not abnormal.
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Affiliation(s)
- Roland Staud
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | | | - Joseph L Riley
- College of Dentistry, University of Florida, Gainesville, FL, USA
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Nodarse CL, Valdes-Hernandez PA, Johnson A, Fillingim RB, Cruz-Almeida Y. Resting-State Functional Connectivity In Persons With Knee Osteoarthritis Pain. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Mickle A, Tanner J, Holmes U, Addison B, Sambuco N, Wu S, Lai S, Price C, Staud R, Goodin BR, Fillingim RB, Sibille K. Vulnerable Dispositional Traits And Poverty Are Associated With Older Brain Age In Adults With Knee Pain. The Journal of Pain 2023. [DOI: 10.1016/j.jpain.2023.02.214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
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Peterson JA, Crow JA, Johnson AJ, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Pain interference mediates the association between epigenetic aging and grip strength in middle to older aged males and females with chronic pain. Front Aging Neurosci 2023; 15:1122364. [PMID: 37032822 PMCID: PMC10077493 DOI: 10.3389/fnagi.2023.1122364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Accepted: 02/20/2023] [Indexed: 04/11/2023] Open
Abstract
Introduction Chronic pain is one of the leading causes of disability that may accelerate biological aging and reduce physical function. Epigenetic clocks provide an estimate of how the system ages and can predict health outcomes such as physical function. Physical function declines may be attributed to decreases in muscle quality due to disuse that can be measured quickly and noninvasively using grip strength. The purpose of this study was to explore the associations among self-reported pain, grip strength, and epigenetic aging in those with chronic pain. Methods Participants (57.91 ± 8.04 years) completed pain questionnaires, a blood draw and hand grip strength task. We used an epigenetic clock previously associated with knee pain (DNAmGrimAge), and used the subsequent difference of predicted epigenetic age from chronological age (DNAmGrimAge-Difference). Results Exploratory pathway analyses revealed that pain intensity mediated the association between DNAmGrimAge-difference and handgrip strength in males only (β = -0.1115; CI [-0.2929, -0.0008]) and pain interference mediated the association between DNAmGrimAge-difference and handgrip strength in males β = -0.1401; CI [-0.3400, -0.0222]), and females (β = -0.024; CI [-0.2918, -0.0020]). Discussion Chronic knee pain may accelerate epigenetic aging processes that may influence handgrip strength in older age adults. Chronic pain could be a symptom of the aging body thus contributing to declines in musculoskeletal function in later life.
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Affiliation(s)
- Jessica A. Peterson
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, United States
| | - Joshua A. Crow
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, United States
| | - Alisa J. Johnson
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, United States
| | - Lingsong Meng
- Department of Biostatistics, University of Florida, Gainesville, FL, United States
| | - Asha Rani
- Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville, FL, United States
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, Gainesville, FL, United States
| | - Thomas C. Foster
- Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville, FL, United States
- Genetics and Genomics Program, University of Florida, Gainesville, FL, United States
| | - Roger B. Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, United States
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, United States
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, United States
- Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville, FL, United States
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Sanders AE, Weatherspoon ED, Ehrmann BM, Soma PS, Shaikh SR, Preisser JS, Ohrbach R, Fillingim RB, Slade GD. Circulating Polyunsaturated Fatty Acids and Pain Intensity in Five Chronic Pain Conditions. J Pain 2023; 24:478-489. [PMID: 36273777 PMCID: PMC9991951 DOI: 10.1016/j.jpain.2022.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 10/11/2022] [Accepted: 10/13/2022] [Indexed: 11/07/2022]
Abstract
Pain intensity is well-known to be influenced by a wide range of biobehavioral variables. Nutritional factors, however, have not been generally considered for their potential importance. This cross-sectional study examined associations between erythrocyte omega-6 (n-6) and omega-3 (n-3) polyunsaturated fatty acids (PUFAs) and pain intensity in 605 adults. Pain intensity was computed on a 0 to 100 numeric rating scale from questions about 5 chronic pain conditions: orofacial pain, headache, low back pain, irritable bowel syndrome, and bodily pain. For each pain condition, multiple linear regression tested the hypothesis that a higher ratio of n-6 arachidonic acid to the sum of n-3 eicosapentaenoic acid and docosahexaenoic acid (AA/(EPA+DHA) was associated with greater pain intensity. In covariate-adjusted analysis, orofacial pain intensity increased 5.7 points (95% CI: 1.4, 9.9) per unit increase in n-6/n-3 PUFA ratio. Likewise, a 1 unit increase in n-6/n-3 PUFA ratio was associated with significant increases in pain intensity (range 5-8 points) of headache pain, low back pain, and bodily pain, but not abdominal pain. Separate multiple linear regression models investigated the independent strength of association of individual PUFAs to the intensity of each pain condition. Overall, n-3 docosahexaenoic acid was most strongly, and inversely, associated with pain intensity. PERSPECTIVE: A higher ratio of n-6/n-3 long-chain polyunsaturated fatty acids was associated greater pain intensity for orofacial pain, headache, low back pain, and bodily pain, but not abdominal pain. The n-6/n-3 PUFA ratio was more consistently associated with pain intensity than any individual constituent of the long-chain PUFA ratio.
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Affiliation(s)
- Anne E Sanders
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
| | - E Diane Weatherspoon
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Brandie M Ehrmann
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Paul S Soma
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Saame R Shaikh
- Department of Nutrition, Gillings School of Global Public Health and School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - John S Preisser
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Richard Ohrbach
- Department of Oral Diagnostic Sciences, University at Buffalo, Buffalo, New York
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, Florida
| | - Gary D Slade
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Peterson JA, Staud R, Thomas PA, Goodin BR, Fillingim RB, Cruz-Almeida Y. Self-reported pain and fatigue are associated with physical and cognitive function in middle to older-aged adults. Geriatr Nurs 2023; 50:7-14. [PMID: 36640518 PMCID: PMC10316316 DOI: 10.1016/j.gerinurse.2022.12.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 12/15/2022] [Accepted: 12/16/2022] [Indexed: 01/15/2023]
Abstract
Persistent fatigue is often reported in those with chronic musculoskeletal pain. Separately, both chronic pain and chronic fatigue contribute to physical and cognitive decline in older adults. Concurrent pain and fatigue symptoms may increase disability and diminish quality of life, though little data exist to show this. The purpose of this study was to examine associations between self-reported pain and fatigue, both independently and combined, with cognitive and physical function in middle-older-aged adults with chronic knee pain. Using a cross-sectional study design participants (n = 206, age 58.0 ± 8.3) completed questionnaires on pain and fatigue, a physical performance battery to assess physical function, and the Montreal Cognitive Assessment. Hierarchical regressions and moderation analyses were used to assess the relationship between the variables of interest. Pain and fatigue both predicted physical function (β = -0.305, p < 0.001; β = -0.219, p = 0.003, respectively), however only pain significantly predicted cognitive function (β = -0.295, p <0.001). A centered pain*fatigue interaction was a significant predictor of both cognitive function (β = -0.137, p = 0.049) and physical function (β = -0.146, p = 0.048). These findings indicate that self-reported fatigue may contribute primarily to decline in physical function among individuals with chronic pain, and less so to decline in cognitive function. Future studies should examine the impact of both cognitive and physical function decline together on overall disability and health.
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Affiliation(s)
- Jessica A Peterson
- College of Dentistry, Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA; College of Dentistry, Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Roland Staud
- College of Dentistry, Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA; College of Medicine, Rheumatology, University of Florida, Gainesville, FL, USA
| | - Pavithra A Thomas
- College of Arts and Science, Psychology, University of Alabama at Birmingham, Birmingham, AL, USA; School of Medicine, Center for Addiction & Pain Prevention & Intervention (CAPPI), University of Alabama at Birmingham, Birmingham, AL, USA
| | - Burel R Goodin
- College of Arts and Science, Psychology, University of Alabama at Birmingham, Birmingham, AL, USA; School of Medicine, Center for Addiction & Pain Prevention & Intervention (CAPPI), University of Alabama at Birmingham, Birmingham, AL, USA
| | - Roger B Fillingim
- College of Dentistry, Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA; College of Dentistry, Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- College of Dentistry, Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA; College of Dentistry, Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA; Department of Neuroscience, McKnight Brain Institute, University of Florida, Gainesville, FL, USA.
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Peterson JA, Johnson A, Nordarse CL, Huo Z, Cole J, Fillingim RB, Cruz-Almeida Y. Brain predicted age difference mediates pain impact on physical performance in community dwelling middle to older aged adults. Geriatr Nurs 2023; 50:181-187. [PMID: 36787663 PMCID: PMC10360023 DOI: 10.1016/j.gerinurse.2023.01.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 01/17/2023] [Accepted: 01/18/2023] [Indexed: 02/16/2023]
Abstract
The purpose of the study was to examine associations between physical performance and brain aging in individuals with knee pain and whether the association between pain and physical performance is mediated by brain aging. Participants (n=202) with low impact knee pain (n=111), high impact knee pain (n=60) and pain-free controls (n=31) completed self-reported pain, magnetic resonance imaging (MRI), and a Short Physical Performance Battery (SPPB) that included balance, walking, and sit to stand tasks. Brain predicted age difference, calculated using machine learning from MRI images, significantly mediated the relationships between walking and knee pain impact (CI: -0.124; -0.013), walking and pain-severity (CI: -0.008; -0.001), total SPPB score and knee pain impact (CI: -0.232; -0.025), and total SPPB scores and pain-severity (CI: -0.019; -0.001). Brain-aging begins to explain the association between pain and physical performance, especially walking. This study supports the idea that a brain aging prediction can be calculated from shorter duration MRI sequences and possibly implemented in a clinical setting to be used to identify individuals with pain who are at risk for accelerated brain atrophy and increased likelihood of disability.
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Affiliation(s)
- Jessica A Peterson
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32610, USA
| | - Alisa Johnson
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32610, USA
| | - Chavier Laffitte Nordarse
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32610, USA
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, Gainesville, FL, USA
| | - James Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK; Psychology and Neuroscience, King's College London, Institute of Psychiatry, London, UK; Dementia Research Centre, Institute of Neurology, University College London, London, UK
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32610, USA
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA; Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL 32610, USA.
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Strath LJ, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Vitamin D Metabolism Genes Are Differentially Methylated in Individuals with Chronic Knee Pain. Lifestyle Genom 2023; 16:98-105. [PMID: 36854277 PMCID: PMC10493864 DOI: 10.1159/000529823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 02/01/2023] [Indexed: 03/02/2023] Open
Abstract
INTRODUCTION Recent evidence suggests that vitamin D may interact with the epigenome and play a role in the pain experience. In order for proper functioning to occur, there must be an adequate level of vitamin D present, made possible by enzymatic reactions that allow vitamin D to be biologically active. The purpose of this study was to explore the epigenetic landscape of genes involved in vitamin D metabolism in individuals with and without chronic knee pain. METHODS Community-dwelling individuals recruited as part of a larger study focused on knee pain provided demographic, clinical, and pain-related information, as well as an intravenous blood sample to determine DNA methylation levels at CpG sites. RESULTS There were differences in DNA methylation between those with and without pain in genes that code for enzymes related to vitamin D metabolism: CYP27B1 (1-α-hydroxylase). There was also hypermethylation on the gene that codes for the vitamin D receptor (VDR). CONCLUSIONS The presence of chronic pain is associated with epigenetic modifications in genes responsible for the expression of enzymes involved in vitamin D metabolism and cellular function. These results lay groundwork in understanding the mechanism underlying the association between vitamin D and chronic pain.
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Affiliation(s)
- Larissa J Strath
- Pain Research and Intervention Center of Excellence (PRICE) at the University of Florida, Gainesville, Florida, USA,
- Department of Community Dentistry and Behavioral Science, The University of Florida, Gainesville, Florida, USA,
| | - Lingsong Meng
- Department of Biostatistics, The University of Florida, Gainesville, Florida, USA
| | - Asha Rani
- Department of Biostatistics, The University of Florida, Gainesville, Florida, USA
| | - Zhiguang Huo
- Department of Biostatistics, The University of Florida, Gainesville, Florida, USA
| | - Thomas C Foster
- Department of Neuroscience, The University of Florida, Gainesville, Florida, USA
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence (PRICE) at the University of Florida, Gainesville, Florida, USA
- Department of Community Dentistry and Behavioral Science, The University of Florida, Gainesville, Florida, USA
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence (PRICE) at the University of Florida, Gainesville, Florida, USA
- Department of Community Dentistry and Behavioral Science, The University of Florida, Gainesville, Florida, USA
- Department of Neuroscience, The University of Florida, Gainesville, Florida, USA
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Mickle AM, Domenico LH, Tanner JJ, Terry EL, Cardoso J, Glover TL, Booker S, Addison A, Gonzalez CE, Garvan CS, Redden D, Staud R, Goodin BR, Fillingim RB, Sibille KT. Elucidating factors contributing to disparities in pain-related experiences among adults with or at risk for knee osteoarthritis. Front Pain Res (Lausanne) 2023; 4:1058476. [PMID: 36910251 PMCID: PMC9992984 DOI: 10.3389/fpain.2023.1058476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 01/25/2023] [Indexed: 02/24/2023] Open
Abstract
Background and purpose We and others have reported ethnic/race group differences in clinical pain, physical function, and experimental pain sensitivity. However, recent research indicates that with consideration for socioenvironmental factors, ethnicity/race differences become less or non-significant. Understanding of factors contributing to pain inequities are needed. Guided by the NIA and NIMHD Health Disparities Research Frameworks, we evaluate the contributions of environmental and behavioral factors on previously reported ethnic/race group differences in: (1) clinical pain, (2) physical function, and (3) experimental pain in individuals with knee pain. Methods Baseline data from Understanding of Pain and Limitations in Osteoarthritis Disease (UPLOAD) and UPLOAD-2 studies were analyzed. Participants were adults 45 to 85 years old who self-reported as non-Hispanic white (NHW) or black (NHB) with knee pain. A health assessment and quantitative sensory testing were completed. Sociodemographics, environmental, health, clinical and experimental pain, and physical functioning measures were included in nested regressions. Results Pooled data from 468 individuals, 57 ± 8 years of age, 63% women, and 53% NHB adults. As NHB adults were younger and reported greater socioenvironmental risk than the NHW adults, the term sociodemographic groups is used. With inclusion of recognized environmental and behavioral variables, sociodemographic groups remained a significant predictor accounting for <5% of the variance in clinical pain and physical function and <10% of variance in experimental pain. Conclusion The incorporation of environmental and behavioral factors reduced relationships between sociodemographic groups and pain-related outcomes. Pain sites, BMI, and income were significant predictors across multiple models. The current study adds to a body of research on the complex array of factors contributing to disparities in pain-related outcomes.
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Affiliation(s)
- Angela M. Mickle
- College of Medicine, Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, United States
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Lisa H. Domenico
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Jared J. Tanner
- College of Public Health and Health Professionals, Department of Clinical and Health Psychology, University of Florida, Gainesville, FL, United States
| | - Ellen L. Terry
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Josue Cardoso
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Toni L. Glover
- School of Nursing, Oakland University, Rochester, MI, United States
| | - Staja Booker
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Nursing, Department of Biobehavioral Nursing Science, University of Florida, Gainesville, FL, United States
| | - Adriana Addison
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Cesar E. Gonzalez
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Cynthia S. Garvan
- College of Medicine, Department of Anesthesiology, University of Florida, Gainesville, FL, United States
| | - David Redden
- Department of Biostatistics, School of Public Health, University of Birmingham Alabama, Birmingham, AL, United States
| | - Roland Staud
- College of Medicine, Department of Rheumatology, University of Florida, Gainesville, FL, United States
| | - Burel R. Goodin
- Department of Psychology, College of Arts and Science, University of Birmingham Alabama, Birmingham, AL, United States
| | - Roger B. Fillingim
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
| | - Kimberly T. Sibille
- College of Medicine, Department of Physical Medicine and Rehabilitation, University of Florida, Gainesville, FL, United States
- College of Dentistry, Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, United States
- College of Medicine, Department of Anesthesiology, University of Florida, Gainesville, FL, United States
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40
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George SZ, Bishop MD, Wu SS, Staud R, Borsa PA, Wallace MR, Greenfield WH, Dai Y, Fillingim RB. Biopsychosocial influence on shoulder pain: results from a randomized preclinical trial of exercise-induced muscle injury. Pain 2023; 164:305-315. [PMID: 35604152 PMCID: PMC9930191 DOI: 10.1097/j.pain.0000000000002700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 05/18/2022] [Indexed: 02/06/2023]
Abstract
ABSTRACT Prior cohort studies validated that a subgroup defined by a specific COMT genotype and pain catastrophizing is at increased risk for heightened responses to exercise-induced or surgically induced shoulder pain. In this clinical trial, we used our preclinical model of exercise-induced muscle injury and pain to test the efficacy of interventions matched to characteristics of this high-risk subgroup (ie, personalized medicine approach). Potential participants provided informed consent to be screened for eligibility based on subgroup membership and then, as appropriate, were enrolled into the trial. Participants (n = 261) were randomized to 1 of 4 intervention groups comprised of pharmaceutical (propranolol or placebo) and informational (general education or psychologic intervention) combinations. After muscle injury was induced, participants received randomly assigned treatment and were followed for the primary outcome of shoulder pain intensity recovery over 4 consecutive days. Recovery rates were 56.4% (placebo and psychologic intervention), 55.4% (placebo and general education), 62.9% (propranolol and psychologic intervention), and 56.1% (propranolol and general education). No statistical differences were found between intervention groups in the primary analyses. Additional analyses found no differences between these intervention groups when shoulder pain duration was an outcome, and no differential treatment responses were detected based on sex, race, or level of pain catastrophizing. This trial indicates that these treatments were not efficacious for this high-risk subgroup when shoulder pain was induced by exercise-induced muscle injury. Accordingly, this phenotype should only be used for prognostic purposes until additional trials are completed in clinical populations.
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Affiliation(s)
- Steven Z. George
- Duke Clinical Research Institute, Department of Orthopaedic Surgery, Duke University School of Medicine, Durham, NC 27715 USA
| | - Mark D. Bishop
- Department of Physical Therapy, University of Florida, Gainesville, FL 32610 USA
| | - Samuel S. Wu
- Department of Biostatistics, University of Florida, Gainesville, FL 32610 USA
| | - Roland Staud
- Department of Medicine, University of Florida, Gainesville, FL 32610 USA
| | - Paul A. Borsa
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL 32611 USA
| | - Margaret R. Wallace
- Department of Molecular Genetics and Microbiology, UF Genetics Institute, University of Florida, Gainesville, FL 32610 USA
| | | | - Yunfeng Dai
- Department of Biostatistics, University of Florida, Gainesville, FL 32610 USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL 32610 USA
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41
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Banik RK, Peng S, Hussain N, Goel V, Hagedorn JM, Chai T, Anitescu M, Fillingim RB. The Relationship Between Chronic Pain and Cognitive Decline in Older Population: A Cautionary Tale from Current Literature. Pain Med 2023; 24:110-112. [PMID: 36165693 DOI: 10.1093/pm/pnac144] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 08/30/2022] [Accepted: 09/05/2022] [Indexed: 02/06/2023]
Affiliation(s)
- Ratan K Banik
- Department of Anesthesiology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Sydney Peng
- Department of Anesthesiology, University of Minnesota, Minneapolis, Minnesota, USA
| | - Nasir Hussain
- Department of Anesthesiology, Beth Israel Deaconess Medical Center, Harvard University, Boston, Massachusetts, USA
| | - Vasudha Goel
- Department of Anesthesiology, University of Minnesota, Minneapolis, Minnesota, USA
| | | | - Thomas Chai
- Department of Anesthesiology, Division of Pain Management, MD Anderson Cancer Center, Houston, Texas, USA
| | - Magdalina Anitescu
- Department of Anesthesiology, University of Chicago, Chicago, Illinois, USA
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida, USA
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Pratscher SD, Sibille KT, Fillingim RB. Conscious connected breathing with breath retention intervention in adults with chronic low back pain: protocol for a randomized controlled pilot study. Pilot Feasibility Stud 2023; 9:15. [PMID: 36694217 PMCID: PMC9872326 DOI: 10.1186/s40814-023-01247-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Accepted: 01/16/2023] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND Chronic pain is a major source of human suffering, and chronic low back pain (cLBP) is among the most prevalent, costly, and disabling of pain conditions. Due to the significant personal and societal burden and the complex and recurring nature of cLBP, self-management approaches that can be practiced at home are highly relevant to develop and test. The respiratory system is one of the most integrated systems of the body, and breathing is bidirectionally related with stress, emotion, and pain. Thus, the widespread physiological and psychological impact of breathing practices and breathwork interventions hold substantial promise as possible self-management strategies for chronic pain. The primary aim of the current randomized pilot study is to test the feasibility and acceptability of a conscious connected breathing with breath retention intervention compared to a sham control condition. METHODS The rationale and procedures for testing a 5-day conscious connected breathing with breath retention intervention, compared to a deep breathing sham control intervention, in 24 adults (18-65 years) with cLBP is described. Both interventions will be delivered using standardized audio recordings and practiced over 5 days (two times in-person and three times at-home), and both are described as Breathing and Attention Training to reduce possible expectancy and placebo effects common in pain research. The primary outcomes for this study are feasibility and acceptability. Feasibility will be evaluated by determining rates of participant recruitment, adherence, retention, and study assessment completion, and acceptability will be evaluated by assessing participants' satisfaction and helpfulness of the intervention. We will also measure other clinical pain, psychological, behavioral, and physiological variables that are planned to be included in a follow-up randomized controlled trial. DISCUSSION This will be the first study to examine the effects of a conscious connected breathing with breath retention intervention for individuals with chronic pain. The successful completion of this smaller-scale pilot study will provide data regarding the feasibility and acceptability to conduct a subsequent trial testing the efficacy of this breathing self-management practice for adults with cLBP. TRIAL REGISTRATION Clinicaltrials.gov, identifier NCT04740710 . Registered on 5 February 2021.
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Affiliation(s)
- Steven D Pratscher
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA.
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA.
| | - Kimberly T Sibille
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Department of Physical Medicine & Rehabilitation, University of Florida, Gainesville, FL, USA
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
- Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
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Spector AL, Quinn KG, Wang I, Gliedt JA, Fillingim RB, Cruz-Almeida Y. More Problems, More Pain: The Role of Chronic Life Stressors and Racial/Ethnic Identity on Chronic Pain Among Middle-Aged and Older Adults in the United States. Chronic Stress (Thousand Oaks) 2023; 7:24705470231208281. [PMID: 37881639 PMCID: PMC10594967 DOI: 10.1177/24705470231208281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Accepted: 10/03/2023] [Indexed: 10/27/2023]
Abstract
There is a high prevalence of chronic pain among middle-aged and older adults in the United States. Chronic life stressors have been shown to have detrimental consequences for myriad health conditions, including chronic pain. However, there is limited evidence on the types of chronic life stressors that affect middle-aged and older adults and how these stressors influence the chronic pain burden in this population. Moreover, the interaction between chronic life stressors and racial/ethnic identity remains poorly understood as it relates to chronic pain. The current analysis used the 2018 Health and Retirement Study to investigate relationships between chronic life stressors and odds to experience any chronic pain and high-impact chronic pain. Chronic life stressors were characterized, overall and by racial/ethnic identity, and the main and interaction effects were calculated to evaluate relationships between chronic life stressors, racial/ethnic identity, and odds of experiencing any chronic pain and high-impact chronic pain. Results indicate that in 2018, the most common chronic life stressor among middle-aged and older adults was dealing with their own health problems (68%), followed by dealing with the physical or emotional issues affecting a spouse or child (46%). Adjusted analyses showed that a higher total of chronic life stressors increased the odds of middle-aged and older adults experiencing any chronic pain and high-impact chronic pain. There were no significant interactions between the overall chronic life stress burden and racial/ethnic identity as a predictor of odds to experience any chronic pain or high-impact chronic pain, but significant interaction effects were found related to specific chronic life stressors. Findings underscore the significant impact of chronic life stressors on the chronic pain burden among middle-aged and older adults in the United States, which cut across racial/ethnic identity.
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Affiliation(s)
- Antoinette L. Spector
- Department of Rehabilitation Sciences and Technology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Katherine G. Quinn
- Department of Psychiatry and Behavioral Medicine, Center for AIDS Intervention Research, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Inga Wang
- Department of Rehabilitation Sciences and Technology, University of Wisconsin-Milwaukee, Milwaukee, WI, USA
| | - Jordan A. Gliedt
- Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Roger B. Fillingim
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research and Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
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Reams RR, Odedina FT, Carpten JD, Redda K, Stern MC, Krieger JL, Aparicio J, Hensel B, Askins N, Abreu A, Adams A, Agyare E, Ali J, Allen JM, Aló R, Baezconde-Garbanati L, Brant J, Brown CP, Buxbaum SG, Cohen P, Cozen W, Ezenwa MO, Falzarano S, Fillingim RB, Flores-Rozas H, Fredenburg KM, George T, Han B, Huang Y, Hughes Halbert C, Kiros GE, Lamango NS, Lee JH, Lyon DE, Mitchell DA, Mochona B, Nieva JJ, Offringa IA, Okunieff P, Parker A, Rhie SK, Richey JM, Rogers SC, Salhia B, Schmittgen TD, Segal R, Setiawan VW, Smith U, Su LM, Suther S, Trevino J, Velazquez-Villarreal EI, Webb FJ, Wu AH, Yao Y, Wilkie DJ. Florida-California Cancer Research, Education and Engagement (CaRE 2) Health Equity Center: Structure, Innovations, and Initial Outcomes. Cancer Control 2023; 30:10732748231197878. [PMID: 37703814 PMCID: PMC10501072 DOI: 10.1177/10732748231197878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 07/21/2023] [Accepted: 08/03/2023] [Indexed: 09/15/2023] Open
Abstract
INTRODUCTION The Florida-California Cancer Research, Education, and Engagement (CaRE2) Health Equity Center is a triad partnership committed to increasing institutional capacity for cancer disparity research, the diversity of the cancer workforce, and community empowerment. This article provides an overview of the structure, process innovations, and initial outcomes from the first 4 years of the CaRE2 triad partnership. METHODS CaRE2 serves diverse populations in Florida and California using a "molecule to the community and back" model. We prioritize research on the complex intersection of biological, environmental, and social determinants health, working together with scientific and health disparities communities, sharing expertise across institutions, bidirectional training, and community outreach. Partnership progress and outcomes were assessed using mixed methods and four Program Steering Committee meetings. RESULTS Research capacity was increased through development of a Living Repository of 81 cancer model systems from minority patients for novel cancer drug development. CaRE2 funded 15 scientific projects resulting in 38 publications. Workforce diversity entailed supporting 94 cancer trainees (92 URM) and 34 ESIs (32 URM) who coauthored 313 CaRE2-related publications and received 48 grants. Community empowerment was promoted via outreaching to more than 3000 individuals, training 145 community cancer advocates (including 28 Community Scientist Advocates), and publishing 10 community reports. CaRE2 members and trainees together have published 639 articles, received 61 grants, and 57 awards. CONCLUSION The CaRE2 partnership has achieved its initial aims. Infrastructure for translational cancer research was expanded at one partner institution, and cancer disparities research was expanded at the two cancer centers.
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Affiliation(s)
- R. Renee Reams
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | | | - John D. Carpten
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA
| | - Kinfe Redda
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Mariana C. Stern
- Departments of Population and Public Health Sciences, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Janice L. Krieger
- Department of Advertising, University of Florida, Gainesville, FL, USA
| | - Jose Aparicio
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Brooke Hensel
- Department of Behavioral Nursing Science, University of Florida, Gainesville, FL, USA
| | - Nissa Askins
- Florida State University College of Medicine, Tallahassee, FL, USA
| | - Andre Abreu
- Department of Urology, University of Southern California, Los Angeles, CA, USA
| | - Angela Adams
- Department of Pharmaceutics, University of Florida, Gainesville, FL, USA
| | - Edward Agyare
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Jamel Ali
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
- Department of Chemical and Biomedical Engineering, Florida State University, Tallahassee, FL, USA
| | - John M. Allen
- Department of Pharmacotherapy & Translational Research, University of Florida, Orlando, FL, USA
| | - Richard Aló
- College of Science and Technology, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Lourdes Baezconde-Garbanati
- Departments of Population and Public Health Sciences, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Jason Brant
- Department of Biostatistics, University of Florida, Gainesville, FL, USA
| | - Clyde P. Brown
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Sarah G. Buxbaum
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Pinchas Cohen
- University of Southern California Leonard Davis School of Gerontology, Los Angeles, CA, USA
| | - Wendy Cozen
- Division of Hematology/Oncology, School of Medicine, University of California, Irvine, CA, USA
| | - Miriam O. Ezenwa
- Department of Behavioral Nursing Science, University of Florida, Gainesville, FL, USA
| | - Sara Falzarano
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Hernan Flores-Rozas
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Kristianna M. Fredenburg
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Thomas George
- Department of Medicine in the College of Medicine, University of Florida, Gainesville, FL, USA
| | - Bo Han
- Departments of Surgery, University of Southern California, Los Angeles, CA, USA
| | - Yong Huang
- Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL, USA
| | - Chanita Hughes Halbert
- Departments of Population and Public Health Sciences, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Gebre-Egziabher Kiros
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Nazarius S. Lamango
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Ji-Hyun Lee
- Department of Biostatistics, University of Florida, Gainesville, FL, USA
| | - Debra E. Lyon
- Department of Behavioral Nursing Science, University of Florida, Gainesville, FL, USA
| | - Duane A. Mitchell
- Department of Neurosurgery, University of Florida, Gainesville, FL, USA
| | - Bereket Mochona
- Department of Chemistry, Florida Agricultural and Mechanical University, Tallahassee, FL USA
| | - Jorge J. Nieva
- Department of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Ite A. Offringa
- Departments of Surgery, University of Southern California, Los Angeles, CA, USA
- Department of Biochemistry and Molecular Medicine, University of Southern California, Los Angeles, CA, USA
| | - Paul Okunieff
- Department of Radiation Oncology, University of Florida, Gainesville, FL, USA
| | - Alexander Parker
- College of Medicine, University of Florida, Jacksonville, FL, USA
| | - Suhn K. Rhie
- Department of Biochemistry and Molecular Medicine, University of Southern California, Los Angeles, CA, USA
| | - Joyce M. Richey
- Department of Clinical Physiology and Neuroscience, University of Southern California, Los Angeles, CA, USA
| | - Sherise C. Rogers
- Department of Medicine in the College of Medicine, University of Florida, Gainesville, FL, USA
| | - Bodour Salhia
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA
| | | | - Richard Segal
- Department of Pharmaceutical Outcome and Policy, University of Florida, Gainesville, FL, USA
| | | | - Ukamaka Smith
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Li-Ming Su
- Department of Urology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Sandra Suther
- College of Pharmacy and Pharmaceutical Sciences, Institute of Public Health, Florida Agricultural and Mechanical University, Tallahassee, FL, USA
| | - Jose Trevino
- Department of Surgery, Virginia Commonwealth University, Richmond, VA, USA
| | | | - Fern J. Webb
- Department of Surgery, University of Florida, Jacksonville, FL, USA
| | - Anna H. Wu
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA
| | - Yingwei Yao
- Department of Behavioral Nursing Science, University of Florida, Gainesville, FL, USA
| | - Diana J. Wilkie
- Department of Behavioral Nursing Science, University of Florida, Gainesville, FL, USA
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Peterson JA, Strath LJ, Nodarse CL, Rani A, Huo Z, Meng L, Yoder S, Cole JH, Foster TC, Fillingim RB, Cruz-Almeida Y. Epigenetic Aging Mediates the Association between Pain Impact and Brain Aging in Middle to Older Age Individuals with Knee Pain. Epigenetics 2022; 17:2178-2187. [PMID: 35950599 PMCID: PMC9665126 DOI: 10.1080/15592294.2022.2111752] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Accepted: 08/05/2022] [Indexed: 02/01/2023] Open
Abstract
Chronic musculoskeletal pain is a health burden that may accelerate the aging process. Accelerated brain aging and epigenetic aging have separately been observed in those with chronic pain. However, it is unknown whether these biological markers of aging are associated with each other in those with chronic pain. We aimed to explore the association of epigenetic aging and brain aging in middle-to-older age individuals with varying degrees of knee pain. Participants (57.91 ± 8.04 y) with low impact knee pain (n = 95), high impact knee pain (n = 53), and pain-free controls (n = 26) completed self-reported pain, a blood draw, and an MRI scan. We used an epigenetic clock previously associated with knee pain (DNAmGrimAge), the subsequent difference of predicted epigenetic and brain age from chronological age (DNAmGrimAge-Difference and Brain-PAD, respectively). There was a significant main effect for pain impact group (F (2,167) = 3.847, P = 0.023, r o t a t i o n a l e n e r g y = 1 / 2 I ω 2 = 0.038, ANCOVA) on Brain-PAD and DNAmGrimAge-difference (F (2,167) = 6.800, P = 0.001, I = m k 2 = 0.075, ANCOVA) after controlling for covariates. DNAmGrimAge-Difference and Brain-PAD were modestly correlated (r =0.198; P =0.010). Exploratory analysis revealed that DNAmGrimAge-difference mediated GCPS pain impact, GCPS pain severity, and pain-related disability scores on Brain-PAD. Based upon the current study findings, we suggest that pain could be a driver for accelerated brain aging via epigenome interactions.
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Affiliation(s)
- Jessica A. Peterson
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Larissa J. Strath
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Asha Rani
- Department of Neuroscience, McKnight Brain Institute, Gainesville, Florida, USA
| | - Zhiguang Huo
- Department of Biostatistics, University of Florida, Gainesville, Florida, USA
| | - Lingsong Meng
- Department of Biostatistics, University of Florida, Gainesville, Florida, USA
| | - Sean Yoder
- Molecular Genomics Core Facility, Moffit Cancer Center, Tampa, FL, USA
| | - James H. Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, London, England
- Dementia Research Centre, Queen Square Institute of Neurology, University College London, London, England
| | - Thomas C. Foster
- Genetics and Genomics Program, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence (PRICE), University of Florida, Gainesville, FL, USA
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, FL, USA
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Johnson AJ, Buchanan T, Laffitte Nodarse C, Valdes Hernandez PA, Huo Z, Cole JH, Buford TW, Fillingim RB, Cruz-Almeida Y. Cross-Sectional Brain-Predicted Age Differences in Community-Dwelling Middle-Aged and Older Adults with High Impact Knee Pain. J Pain Res 2022; 15:3575-3587. [PMID: 36415658 PMCID: PMC9676000 DOI: 10.2147/jpr.s384229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 10/25/2022] [Indexed: 11/16/2022] Open
Abstract
Purpose Knee OA-related pain varies in impact across individuals and may relate to central nervous system alterations like accelerated brain aging processes. We previously reported that older adults with chronic musculoskeletal pain had a significantly greater brain-predicted age, compared to pain-free controls, indicating an "older" appearing brain. Yet this association is not well understood. This cross-sectional study examines brain-predicted age differences associated with chronic knee osteoarthritis pain, in a larger, more demographically diverse sample with consideration for pain's impact. Patients and Methods Participants (mean age = 57.8 ± 8.0 years) with/without knee OA-related pain were classified according to pain's impact on daily function (ie, impact): low-impact (n=111), and high-impact (n=60) pain, and pain-free controls (n=31). Participants completed demographic, pain, and psychosocial assessments, and T1-weighted magnetic resonance imaging. Brain-predicted age difference (brain-PAD) was compared across groups using analysis of covariance. Partial correlations examined associations of brain-PAD with pain and psychosocial variables. Results Individuals with high-impact chronic knee pain had significantly "older" brains for their age compared to individuals with low-impact knee pain (p < 0.05). Brain-PAD was also significantly associated with clinical pain, negative affect, passive coping, and pain catastrophizing (p's<0.05). Conclusion Our findings suggest that high impact chronic knee pain is associated with an older appearing brain on MRI. Future studies are needed to determine the impact of pain-related interference and pain management on somatosensory processing and brain aging biomarkers for high-risk populations and effective intervention strategies.
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Affiliation(s)
- Alisa J Johnson
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Taylor Buchanan
- Department of Medicine, University of Alabama, Birmingham, AL, USA
| | - Chavier Laffitte Nodarse
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Pedro A Valdes Hernandez
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions College of Medicine, University of Florida, Gainesville, FL, USA
| | - James H Cole
- Centre for Medical Image Computing, Department of Computer Science, University College London, London, UK,Dementia Research Centre, Institute of Neurology, University College London, London, UK
| | - Thomas W Buford
- Department of Medicine, University of Alabama, Birmingham, AL, USA
| | - Roger B Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA,Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA,Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA,Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA,Correspondence: Yenisel Cruz-Almeida, University of Florida, PO Box 103628, 1329 SW 16th Street, Ste 5180, Gainesville, FL, 32608, USA, Tel +1 352-294-8584, Fax +1 352-273-5985, Email
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47
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Montesino-Goicolea S, Meng L, Rani A, Huo Z, Foster TC, Fillingim RB, Cruz-Almeida Y. Enrichment of genomic pathways based on differential DNA methylation profiles associated with knee osteoarthritis pain. Neurobiol Pain 2022; 12:100107. [PMID: 36531611 PMCID: PMC9755025 DOI: 10.1016/j.ynpai.2022.100107] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 10/31/2022] [Accepted: 10/31/2022] [Indexed: 11/05/2022]
Abstract
Our study aimed to identify differentially methylated regions (i.e., genomic region where multiple adjacent CpG sites show differential methylation) and their enriched genomic pathways associated with knee osteoarthritis pain (KOA). We recruited cognitively healthy middle to older aged (age 45-85) adults with (n = 182) and without (n = 31) self-reported KOA pain. We also extracted DNA from peripheral blood that was analyzed using MethylationEPIC arrays. The R package minfi (Aryee et al., 2014) was used to perform methylation data preprocessing and quality control. To investigate biological pathways impacted by differential methylation, we performed pathway enrichment analysis using Ingenuity Pathway Analysis (IPA) to identify canonical pathways and upstream regulators. Annotated genes within ± 5 kb of the putative differentially methylated regions (DMRs, p < 0.05) were subjected to the IPA analysis. There was no significant difference in age, sex, study site between no pain and pain group (p > 0.05). Non-Hispanic black individuals were overrepresented in the pain group (p = 0.003). At raw p < 0.05 cutoff, we identified a total of 19,710 CpG probes, including 13,951 hypermethylated CpG probes, for which DNA methylation level was higher in the groups with highest pain grades. We also identified 5,759 hypomethylated CpG probes for which DNA methylation level was lower in the pain groups with higher pain grades. IPA revealed that pain-related DMRs were enriched across multiple pathways and upstream regulators. The top 10 canonical pathways were linked to cellular signaling processes related to immune responses (i.e., antigen presentation, PD-1, PD-L1 cancer immunotherapy, B cell development, IL-4 signaling, Th1 and Th2 activation pathway, and phagosome maturation). Moreover, in terms of upstream regulators, NDUFAF3 was the most significant (p = 8.6E-04) upstream regulator. Our findings support previous preliminary work suggesting the importance of epigenetic regulation of the immune system in knee pain and the need for future work to understand the epigenetic contributions to chronic pain.
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Affiliation(s)
- Soamy Montesino-Goicolea
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
| | - Lingsong Meng
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Asha Rani
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Zhiguang Huo
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
| | - Thomas C. Foster
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Roger B. Fillingim
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
| | - Yenisel Cruz-Almeida
- Pain Research & Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
- Center for Cognitive Aging & Memory, McKnight Brain Foundation, University of Florida, Gainesville, FL, USA
- Department of Biostatistics, College of Public Health & Health Professions and College of Medicine, University of Florida, Gainesville, FL, USA
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA
- Institute on Aging, University of Florida, Gainesville, FL, USA
- Department of Community Dentistry & Behavioral Science, College of Dentistry, University of Florida, Gainesville, FL, USA
- Corresponding author at: PO Box 103628, 1329 SW 16th Street, Ste 5180 (zip 32608), Gainesville, FL 32610, USA. https://price.ctsi.ufl.edu/about-the-center/staff/yenisel-cruz-almeida/
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48
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Chen H, Comnick C, Norman GJ, Caplan DJ, Jin XX, Fillingim RB. Triad Multisystem Phenotype with High-risk for Developing Temporomandibular Disorders- Characteristics and Potential Pathophysiology Results from the OPPERA Dataset. Pain 2022; 164:1027-1038. [PMID: 36661844 DOI: 10.1097/j.pain.0000000000002797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 09/20/2022] [Indexed: 01/21/2023]
Abstract
ABSTRACT A multisystem phenotype with the Triad of bodily pain, psychological distress, and sleep disturbance was found to have high risk for developing initial onset of painful temporomandibular disorders (TMDs) in the multicenter Orofacial Pain: Prospective Evaluation and Risk Assessment (OPPERA) dataset. In this study, we systemically examined phenotypic characteristics and explored potential pathophysiology in quantitative sensory testing (QST) and autonomic nervous system (ANS) domains in this multisystem Triad phenotype. Secondary analysis was performed on 1199 non-Triad and 154 Triad TMD-free OPPERA enrollees at baseline. Results indicate that prior to developing TMDs, the Triad phenotype demonstrated both orofacial and systemic signs and symptoms that can only be captured through multisystem assessment. In addition, we found significantly lower resting heart rate variability and higher resting heart rate in the Triad phenotype as compared to the non-Triad group. However, pain sensitivity measured by QST was not different between groups. These findings highlight the importance of whole-person multisystem assessment at the stage prior to developing complex pain conditions such as TMDs, and suggest that, in addition to a "tissue damage monitor", pain should be considered in a broader context, such as a component within a "distress monitoring system" at the whole-person level when multisystem issues co-present. Therefore, the presence or absence of multisystem issues may carry critical information when searching for disease mechanisms and developing mechanism-based intervention and prevention strategies for TMDs and related pain conditions. Cardiovascular autonomic function should be further researched when multisystem issues co-present prior to developing TMDs.
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Affiliation(s)
- Hong Chen
- the University of Iowa College of Dentistry, Department of Preventive and Community Dentistry
| | - Carissa Comnick
- University of Iowa College of Dentistry, Division of Biostatistics & Computational Biology and University of Iowa College of Public Health, Department of Biostatistics
| | | | - Daniel J Caplan
- the University of Iowa College of Dentistry, Department of Preventive and Community Dentistry
| | - Xie Xian Jin
- University of Iowa College of Dentistry, Division of Biostatistics & Computational Biology and University of Iowa College of Public Health, Department of Biostatistics
| | - Roger B Fillingim
- University of Florida College of Dentistry, Department of Community Dentistry and Behavioral Science
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49
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Sanders AE, Weatherspoon ED, Ehrmann BM, Soma PS, Shaikh SR, Preisser JS, Ohrbach R, Fillingim RB, Slade GD. Ratio of Omega-6/Omega-3 Polyunsaturated Fatty Acids Associated With Somatic and Depressive Symptoms in People With Painful Temporomandibular Disorder and Irritable Bowel Syndrome. J Pain 2022; 23:1737-1748. [PMID: 35477107 PMCID: PMC9561958 DOI: 10.1016/j.jpain.2022.04.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 03/24/2022] [Accepted: 04/07/2022] [Indexed: 04/27/2023]
Abstract
Somatic symptom disturbance is among the strongest predictors of painful temporomandibular disorder (TMD). Related psychological constructs, such as anxiety and depression, respond therapeutically to omega-3 polyunsaturated fatty acids (PUFAs) in clinical trials. This cross-sectional study investigated associations between the omega-6/omega-3 PUFA ratio and somatic symptom disturbance and depressive symptoms in a community-based sample of 501 adults and determined whether these associations differed between adults with and without TMD or irritable bowel syndrome (IBS). Liquid chromatography tandem mass spectrometry quantified PUFAs in circulating erythrocytes. Somatic symptoms and depression were quantified using Symptom Checklist-90-Revised subscales. Presence or absence of TMD and IBS, respectively, were determined by clinical examination and Rome III screening questions. The standardized beta coefficient for the omega-6/omega-3 long-chain PUFA ratio was 0.26 (95% confidence limits (CL): 0.08, 0.43) in a multivariable linear regression model in which somatic symptom disturbance was the dependent variable. When modelling depressive symptoms as the dependent variable, the standardized beta coefficient was 0.17 (95% CL:0.01, 0.34). Both associations were stronger among TMD cases and IBS cases than among non-cases. Future randomized control trials that lower the omega-6/omega-3 PUFA ratio could consider somatic or depressive symptoms as a therapeutic target for TMD or IBS pain. PERSPECTIVE: In people with TMD or IBS, a high n-6/n-3 PUFA ratio was positively associated with somatic symptom disturbance and depressive symptoms. Both measures of psychological distress were elevated in people with painful TMD and IBS. Future randomized clinical trials will determine whether lowering the n-6/n-3 ratio is therapeutic for pain.
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Affiliation(s)
- Anne E Sanders
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina, Chapel Hill, North Carolina.
| | - E Diane Weatherspoon
- Department of Chemistry, University of North Carolina, Chapel Hill, North Carolina
| | - Brandie M Ehrmann
- Department of Chemistry, University of North Carolina, Chapel Hill, North Carolina
| | - Paul S Soma
- Department of Chemistry, University of North Carolina, Chapel Hill, North Carolina
| | - Saame R Shaikh
- Department of Nutrition, Gillings School of Global Public Health and School of Medicine, University of North Carolina, Chapel Hill, North Carolina
| | - John S Preisser
- Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina
| | - Richard Ohrbach
- Department of Oral Diagnostic Sciences, University at Buffalo, Buffalo, New York
| | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, University of Florida, Gainesville, Florida; Pain Research and Intervention Center of Excellence, Department of Community Dentistry and Behavioral Science, College of Dentistry, University of Florida, Gainesville, Florida
| | - Gary D Slade
- Division of Pediatric and Public Health, Adams School of Dentistry, University of North Carolina, Chapel Hill, North Carolina
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50
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Cavallari LH, Cicali E, Wiisanen K, Fillingim RB, Chakraborty H, Myers RA, Blake KV, Asiyanbola B, Baye JF, Bronson WH, Cook KJ, Elwood EN, Gray CF, Gong Y, Hines L, Kannry J, Kucher N, Lynch S, Nguyen KA, Obeng AO, Pratt VM, Prieto HA, Ramos M, Sadeghpour A, Singh R, Rosenman M, Starostik P, Thomas CD, Tillman E, Dexter PR, Horowitz CR, Orlando LA, Peterson JF, Skaar TC, Van Driest SL, Volpi S, Voora D, Parvataneni HK, Johnson JA. Implementing a pragmatic clinical trial to tailor opioids for acute pain on behalf of the IGNITE ADOPT PGx investigators. Clin Transl Sci 2022; 15:2479-2492. [PMID: 35899435 PMCID: PMC9579394 DOI: 10.1111/cts.13376] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 06/09/2022] [Accepted: 07/13/2022] [Indexed: 01/25/2023] Open
Abstract
Opioid prescribing for postoperative pain management is challenging because of inter-patient variability in opioid response and concern about opioid addiction. Tramadol, hydrocodone, and codeine depend on the cytochrome P450 2D6 (CYP2D6) enzyme for formation of highly potent metabolites. Individuals with reduced or absent CYP2D6 activity (i.e., intermediate metabolizers [IMs] or poor metabolizers [PMs], respectively) have lower concentrations of potent opioid metabolites and potentially inadequate pain control. The primary objective of this prospective, multicenter, randomized pragmatic trial is to determine the effect of postoperative CYP2D6-guided opioid prescribing on pain control and opioid usage. Up to 2020 participants, age ≥8 years, scheduled to undergo a surgical procedure will be enrolled and randomized to immediate pharmacogenetic testing with clinical decision support (CDS) for CYP2D6 phenotype-guided postoperative pain management (intervention arm) or delayed testing without CDS (control arm). CDS is provided through medical record alerts and/or a pharmacist consult note. For IMs and PM in the intervention arm, CDS includes recommendations to avoid hydrocodone, tramadol, and codeine. Patient-reported pain-related outcomes are collected 10 days and 1, 3, and 6 months after surgery. The primary outcome, a composite of pain intensity and opioid usage at 10 days postsurgery, will be compared in the subgroup of IMs and PMs in the intervention (n = 152) versus the control (n = 152) arm. Secondary end points include prescription pain medication misuse scores and opioid persistence at 6 months. This trial will provide data on the clinical utility of CYP2D6 phenotype-guided opioid selection for improving postoperative pain control and reducing opioid-related risks.
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Affiliation(s)
- Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Kristin Wiisanen
- Department of Community Dentistry and Behavioral Science, College of DentistryUniversity of FloridaGainesvilleFloridaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, College of DentistryUniversity of FloridaGainesvilleFloridaUSA
| | | | - Rachel A. Myers
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Kathryn V. Blake
- Center for Pharmacogenomics and Translational ResearchNemours Children's HealthJacksonvilleFloridaUSA
| | | | | | - Wesley H. Bronson
- Department of Orthopaedic SurgeryIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Kelsey J. Cook
- Center for Pharmacogenomics and Translational ResearchNemours Children's HealthJacksonvilleFloridaUSA,Department of Pharmacotherapy and Translational Research, College of PharmacyUniversity of FloridaJacksonvilleFloridaUSA
| | - Erica N. Elwood
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Chancellor F. Gray
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Lindsay Hines
- Brain and Spine CenterSanford HealthFargoNorth DakotaUSA
| | - Joseph Kannry
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Natalie Kucher
- Division of Genomic MedicineNational Human Genome Research Institute, NIHBethesdaMarylandUSA
| | - Sheryl Lynch
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Khoa A. Nguyen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Aniwaa Owusu Obeng
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Victoria M. Pratt
- Department of Medical and Molecular GeneticsIndiana University School of MedicineIndianapolisIndianaUSA,Optum GenomicsMinnetonkaMNUSA
| | - Hernan A. Prieto
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Michelle Ramos
- Department of Population Health Science and Policy and Institute for Health Equity ResearchIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Azita Sadeghpour
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Marc Rosenman
- School of MedicineIndiana UniversityIndianapolisIndianaUSA,Ann & Robert H. Lurie Children's Hospital of Chicago and Institute of Public Health, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Petr Starostik
- Department of Pathology, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Cameron D. Thomas
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Emma Tillman
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Paul R. Dexter
- School of MedicineIndiana UniversityIndianapolisIndianaUSA
| | - Carol R. Horowitz
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA,Department of Population Health Science and Policy and Institute for Health Equity ResearchIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Lori A. Orlando
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Josh F. Peterson
- Departments of Biomedical Informatics and MedicineVanderbilt University, Medical CenterNashvilleTennesseeUSA
| | - Todd C. Skaar
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Sara L. Van Driest
- Departments of Pediatrics and MedicineVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Simona Volpi
- Division of Genomic MedicineNational Human Genome Research Institute, NIHBethesdaMarylandUSA
| | - Deepak Voora
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Hari K. Parvataneni
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
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