A biopsychosocial network model of fatigue in rheumatoid arthritis: a systematic review

Abstract Fatigue in RA is prevalent, intrusive and disabling. We propose a network model of fatigue encompassing multiple and mutually interacting biological, psychological and social factors. Guided by this model, we reviewed the literature to offer a comprehensive overview of factors that have been associated with fatigue in RA. Six categories of variables were found: physical functioning, psychological functioning, medical status, comorbidities and symptoms, biographical variables and miscellaneous variables. We then systematically reviewed associations between fatigue and factors commonly addressed by rheumatology health professionals. Correlations of fatigue with physical disability, poor mental well-being, pain, sleep disturbance and depression and anxiety were ∼0.50. Mostly these correlations remained significant in multivariate analyses, suggesting partly independent influences on fatigue and differences between individuals. These findings indicate the importance of research into individual-specific networks of biopsychosocial factors that maintain fatigue and tailored interventions that target the influencing factors most relevant to that person.

[1]  E. Khedr,et al.  Fatigue in Rheumatoid Arthritis Patients: Association With Sleep Quality, Mood Status, and Disease Activity. , 2020, Reumatologia clinica.

[2]  J. Kirwan,et al.  Reducing arthritis fatigue impact: two-year randomised controlled trial of cognitive behavioural approaches by rheumatology teams (RAFT) , 2019, Annals of the rheumatic diseases.

[3]  S. Reynolds,et al.  The effect of non-pharmacological sleep interventions on depression symptoms: A meta-analysis of randomised controlled trials. , 2019, Sleep medicine reviews.

[4]  M. Dougados,et al.  Impact of comorbidities on fatigue in rheumatoid arthritis patients: Results from a nurse-led program for comorbidities management (COMEDRA). , 2019, Joint, bone, spine : revue du rhumatisme.

[5]  L. Callahan,et al.  Aerobic Exercise and Fatigue in Rheumatoid Arthritis Participants: A Meta‐Analysis Using the Minimal Important Difference Approach , 2018, Arthritis care & research.

[6]  A. Dufour,et al.  Associations between fatigue and physical capacity in people moderately affected by rheumatoid arthritis , 2018, Rheumatology International.

[7]  J. Hazes,et al.  Fatigue in early, intensively treated and tight-controlled rheumatoid arthritis patients is frequent and persistent: a prospective study , 2018, Rheumatology International.

[8]  Bengt Muthén,et al.  Dynamic Structural Equation Models , 2018 .

[9]  J. Vlaeyen,et al.  EULAR recommendations for the health professional’s approach to pain management in inflammatory arthritis and osteoarthritis , 2018, Annals of the rheumatic diseases.

[10]  A. Tennant,et al.  Effect of Fatigue, Older Age, Higher Body Mass Index, and Female Sex on Disability in Early Rheumatoid Arthritis in the Treatment‐to‐Target Era , 2018, Arthritis care & research.

[11]  K. Gök Comparison of Level of Fatigue and Disease Correlates in Patients With Rheumatoid Arthritis and Systemic Sclerosis. , 2017, Archives of rheumatology.

[12]  S. Bálsamo,et al.  Mensuração da fadiga com múltiplos instrumentos em uma coorte brasileira de pacientes com artrite reumatoide em fase inicial , 2017 .

[13]  İ. Albayrak Gezer,et al.  Pain, depression levels, fatigue, sleep quality, and quality of life in elderly patients with rheumatoid arthritis. , 2017, Turkish journal of medical sciences.

[14]  G. Bączyk,et al.  Fatigue and sleep quality in rheumatoid arthritis patients during hospital admission , 2017, Reumatologia.

[15]  P. Katz Fatigue in Rheumatoid Arthritis , 2017, Current Rheumatology Reports.

[16]  Li Liu,et al.  Associations of perceived social support and positive psychological resources with fatigue symptom in patients with rheumatoid arthritis , 2017, PloS one.

[17]  V. Strand,et al.  Improvements in Fatigue in 1536 Patients with Rheumatoid Arthritis and Correlation with Other Treatment Outcomes: A Post Hoc Analysis of Three Randomized Controlled Trials of Abatacept , 2017, Rheumatology and Therapy.

[18]  Inge Christoffer Olsen,et al.  Sleep disturbance in patients with rheumatoid arthritis is related to fatigue, disease activity, and other patient-reported outcomes , 2017, Scandinavian journal of rheumatology.

[19]  J. Kirwan,et al.  Physical activity interventions for fatigue in rheumatoid arthritis: a systematic review , 2017 .

[20]  O. Madsen,et al.  Fatigue, pain and patient global assessment responses to biological treatment are unpredictable, and poorly inter-connected in individual rheumatoid arthritis patients followed in the daily clinic , 2016, Rheumatology International.

[21]  A. Stockmarr,et al.  Correlations between fatigue and disease duration, disease activity, and pain in patients with rheumatoid arthritis: a systematic review , 2016, Scandinavian journal of rheumatology.

[22]  J. Kirwan,et al.  Biologic interventions for fatigue in rheumatoid arthritis. , 2016, The Cochrane database of systematic reviews.

[23]  L. Jacobsson,et al.  Explanatory factors and predictors of fatigue in persons with rheumatoid arthritis: A longitudinal study. , 2016, Journal of rehabilitation medicine.

[24]  J. McVeigh,et al.  In Patients with Established RA, Positive Effects of a Randomised Three Month WBV Therapy Intervention on Functional Ability, Bone Mineral Density and Fatigue Are Sustained for up to Six Months , 2016, PloS one.

[25]  Zehra Gok Metin,et al.  The Effects of Aromatherapy Massage and Reflexology on Pain and Fatigue in Patients with Rheumatoid Arthritis: A Randomized Controlled Trial. , 2016 .

[26]  G. Bleijenberg,et al.  A multidimensional 'path analysis' model of factors explaining fatigue in rheumatoid arthritis. , 2016, Clinical and experimental rheumatology.

[27]  L. Jacobsson,et al.  Seasonal variations in fatigue in persons with rheumatoid arthritis: a longitudinal study , 2016, BMC Musculoskeletal Disorders.

[28]  F. Cicuttini,et al.  Natural history and clinical significance of meniscal tears over 8 years in a midlife cohort , 2016, BMC Musculoskeletal Disorders.

[29]  Jing Mao,et al.  Health-Related Quality of Life Among Chinese Patients With Rheumatoid Arthritis: The Predictive Roles of Fatigue, Functional Disability, Self-Efficacy, and Social Support , 2016, Nursing research.

[30]  L. Trupin,et al.  Role of Sleep Disturbance, Depression, Obesity, and Physical Inactivity in Fatigue in Rheumatoid Arthritis , 2016, Arthritis care & research.

[31]  T. Kvien,et al.  Predictors of Fatigue in Rheumatoid Arthritis Patients in Remission or in a Low Disease Activity State , 2015, Arthritis care & research.

[32]  B. Bresnihan,et al.  Factors that influence fatigue status in patients with severe rheumatoid arthritis (RA) and good disease outcome following 6 months of TNF inhibitor therapy: a comparative analysis , 2015, Clinical Rheumatology.

[33]  L. Gossec,et al.  Fatigue in rheumatoid arthritis: quantitative findings on the efficacy of tocilizumab and on factors associated with fatigue. The French multicentre prospective PEPS Study. , 2015, Clinical and experimental rheumatology.

[34]  G. Jones,et al.  Determining Pathways to Improvements in Fatigue in Rheumatoid Arthritis: Results From the British Society for Rheumatology Biologics Register for Rheumatoid Arthritis , 2015, Arthritis & rheumatology.

[35]  R. Geenen,et al.  The prevalence of severe fatigue in rheumatic diseases: an international study , 2015, Clinical Rheumatology.

[36]  G. Bleijenberg,et al.  Effect of Aerobic Exercise Training on Fatigue in Rheumatoid Arthritis: A Meta‐Analysis , 2015, Arthritis care & research.

[37]  G. Macfarlane,et al.  Patients receiving anti-TNF therapies experience clinically important improvements in RA-related fatigue: results from the British Society for Rheumatology Biologics Register for Rheumatoid Arthritis. , 2015, Rheumatology.

[38]  O. Madsen,et al.  Interplay between patient global assessment, pain, and fatigue and influence of other clinical disease activity measures in patients with active rheumatoid arthritis , 2015, Clinical Rheumatology.

[39]  P. Jennum,et al.  Physical activity and the association with fatigue and sleep in Danish patients with rheumatoid arthritis , 2015, Rheumatology International.

[40]  J. Jacobs,et al.  The association of fatigue, comorbidity burden, disease activity, disability and gross domestic product in patients with rheumatoid arthritis. Results from 34 countries participating in the Quest-RA program. , 2014, Clinical and experimental rheumatology.

[41]  G. Bleijenberg,et al.  Relationship Between Objectively Assessed Physical Activity and Fatigue in Patients With Rheumatoid Arthritis: Inverse Correlation of Activity and Fatigue , 2014, Arthritis care & research.

[42]  Geraldo da Rocha Castelar Pinheiro,et al.  Análise da associação da fadiga com variáveis clínicas e psicológicas em uma série de 371 pacientes brasileiros com artrite reumatoide , 2014 .

[43]  P. Tugwell,et al.  Updated Method Guidelines for Cochrane Musculoskeletal Group Systematic Reviews and Metaanalyses , 2014, The Journal of Rheumatology.

[44]  B. Kuran,et al.  A comparison of impact of fatigue on cognitive, physical, and psychosocial status in patients with fibromyalgia and rheumatoid arthritis , 2013, Rheumatology International.

[45]  G. Bleijenberg,et al.  Association Between Fatigue and Pain in Rheumatoid Arthritis: Does Pain Precede Fatigue or Does Fatigue Precede Pain? , 2013, Arthritis care & research.

[46]  T. H. Harrell,et al.  Impact of Fatigue on Psychological Outcomes in Adults Living With Rheumatoid Arthritis , 2013, Nursing research.

[47]  T. Takken,et al.  Low aerobic capacity and physical activity not associated with fatigue in patients with rheumatoid arthritis: a cross-sectional study. , 2013, Journal of rehabilitation medicine.

[48]  G. Bleijenberg,et al.  The effect of anti-TNF-α vs. DMARDs on fatigue in rheumatoid arthritis patients , 2013, Scandinavian journal of rheumatology.

[49]  M. Irwin,et al.  A Multidimensional Model of Fatigue in Patients with Rheumatoid Arthritis , 2012, The Journal of Rheumatology.

[50]  N. Hajjaj-Hassouni,et al.  Fatigue and severity of rheumatoid arthritis in Moroccan patients , 2012, Rheumatology International.

[51]  R. Geenen,et al.  Psychological interventions for patients with rheumatic diseases and anxiety or depression. , 2012, Best practice & research. Clinical rheumatology.

[52]  M. Irwin,et al.  Sleep loss exacerbates fatigue, depression, and pain in rheumatoid arthritis. , 2012, Sleep.

[53]  G. Kingsley,et al.  The impact of disease activity, pain, disability and treatments on fatigue in established rheumatoid arthritis , 2012, Clinical Rheumatology.

[54]  B. Tander,et al.  Sleep quality in fibromyalgia and rheumatoid arthritis: associations with pain, fatigue, depression, and disease activity. , 2011, Clinical and experimental rheumatology.

[55]  H. Bodur,et al.  Fatigue in rheumatoid arthritis: association with severity of pain, disease activity and functional status. , 2011, Acta Reumatológica Portuguesa.

[56]  R. Gianini,et al.  Correlação de fadiga com dor e incapacidade na artrite reumatoide e na osteoartrite, respectivamente , 2011 .

[57]  Sarah Hewlett,et al.  Fatigue in rheumatoid arthritis: time for a conceptual model. , 2011, Rheumatology.

[58]  J. Kirwan,et al.  Non-pharmacological interventions for fatigue in rheumatoid arthritis. , 2013, The Cochrane database of systematic reviews.

[59]  H. Tennen,et al.  Sex differences in the relations of positive and negative daily events and fatigue in adults with rheumatoid arthritis. , 2010, The journal of pain : official journal of the American Pain Society.

[60]  J. Kirwan,et al.  Measuring fatigue in rheumatoid arthritis: A cross‐sectional study to evaluate the Bristol Rheumatoid Arthritis Fatigue Multi‐Dimensional questionnaire, visual analog scales, and numerical rating scales , 2010, Arthritis care & research.

[61]  H. Tennen,et al.  Interplay of concurrent positive and negative interpersonal events in the prediction of daily negative affect and fatigue for rheumatoid arthritis patients. , 2010, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[62]  G. Bleijenberg,et al.  Physical and psychosocial correlates of severe fatigue in rheumatoid arthritis. , 2010, Rheumatology.

[63]  G. Treharne,et al.  Daytime patterning of fatigue and its associations with the previous night's discomfort and poor sleep among women with primary Sjögren's syndrome or rheumatoid arthritis. , 2010, Musculoskeletal care.

[64]  G. Treharne,et al.  A comparison of fatigue correlates in rheumatoid arthritis and osteoarthritis: disparity in associations with disability, anxiety and sleep disturbance. , 2010, Rheumatology.

[65]  S. Hizmetli,et al.  Differentiation of Rheumatoid Arthritis From HCV Infection: Rheumatoid Factor, Anti-Cyclic Citrullinated Peptide or Anti-Mutated Citrullinated Vimentin? , 2010, Archives of Rheumatology.

[66]  F. Wolfe,et al.  Is Fatigue an Inflammatory Variable in Rheumatoid Arthritis (RA)? Analyses of Fatigue in RA, Osteoarthritis, and Fibromyalgia , 2009, The Journal of Rheumatology.

[67]  M. Thyberg,et al.  Factors related to fatigue in women and men with early rheumatoid arthritis: the Swedish TIRA study. , 2009, Journal of rehabilitation medicine.

[68]  L. Gerber,et al.  Exploratory Analysis of the Relationships between Aerobic Capacity and Self‐Reported Fatigue in Patients with Rheumatoid Arthritis, Polymyositis, and Chronic Fatigue Syndrome , 2009, PM & R : the journal of injury, function, and rehabilitation.

[69]  A. Zautra,et al.  The role of positive and negative interpersonal events on daily fatigue in women with fibromyalgia, rheumatoid arthritis, and osteoarthritis. , 2008, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[70]  T. van Achterberg,et al.  Fatigue in patients with rheumatoid arthritis: what is known and what is needed. , 2008, Rheumatology.

[71]  G. Kitas,et al.  Predictors of fatigue over 1 year among people with rheumatoid arthritis , 2008, Psychology, health & medicine.

[72]  J. Younger,et al.  Personal mastery predicts pain, stress, fatigue, and blood pressure in adults with rheumatoid arthritis , 2008, Psychology & health.

[73]  M. Cross,et al.  Association Between Measures of Fatigue and Health-Related Quality of Life in Rheumatoid Arthritis and Osteoarthritis , 2008, The patient.

[74]  G. Bleijenberg,et al.  Persistent severe fatigue in patients with rheumatoid arthritis. , 2007, Journal of clinical nursing.

[75]  R. Ganellen,et al.  Assessing Normal and Abnormal Personality Functioning: Strengths and Weaknesses of Self-Report, Observer, and Performance-Based Methods , 2007, Journal of personality assessment.

[76]  Jong-Im Kim,et al.  Effects of Regular Exercise on Pain, Fatigue, and Disability in Patients With Rheumatoid Arthritis , 2006, Family & community health.

[77]  C. Mancuso,et al.  Psychosocial variables and fatigue: a longitudinal study comparing individuals with rheumatoid arthritis and healthy controls. , 2006, The Journal of rheumatology.

[78]  E. Choy,et al.  Fatigue in rheumatoid arthritis reflects pain, not disease activity. , 2006, Rheumatology.

[79]  Karen Kitchen,et al.  Patients' perceptions of fatigue in rheumatoid arthritis: overwhelming, uncontrollable, ignored. , 2005, Arthritis and rheumatism.

[80]  Frederick Wolfe,et al.  Fatigue assessments in rheumatoid arthritis: comparative performance of visual analog scales and longer fatigue questionnaires in 7760 patients. , 2004, The Journal of rheumatology.

[81]  H. Boshuizen,et al.  Impact of fatigue on health-related quality of life in rheumatoid arthritis. , 2004, Arthritis and rheumatism.

[82]  Judith Fifield,et al.  History of affective disorder and the experience of fatigue in rheumatoid arthritis. , 2004, Arthritis and rheumatism.

[83]  W. Stroebe,et al.  Psychosocial Functioning Before and After Laparoscopic Adjustable Gastric Banding: a Cross-Sectional Study , 2003, Obesity surgery.

[84]  R. Dantzer Cytokine‐Induced Sickness Behavior: Mechanisms and Implications , 2001, Annals of the New York Academy of Sciences.

[85]  R. Geenen,et al.  Diurnal courses of cortisol, pain, fatigue, negative mood, and stiffness in patients with recently diagnosed rheumatoid arthritis , 2000 .

[86]  K. Kazuma,et al.  The relationship between fatigue, coping behavior, and inflammation in patients with rheumatoid arthritis , 2000, Modern rheumatology.

[87]  J. Parker,et al.  Predictors of subjective fatigue among individuals with rheumatoid arthritis. , 1998, Arthritis and rheumatism.

[88]  O Wiegman,et al.  Fatigue in rheumatoid arthritis: the role of self-efficacy and problematic social support. , 1998, British journal of rheumatology.

[89]  H. Tennen,et al.  Depression and the long-term risk of pain, fatigue, and disability in patients with rheumatoid arthritis. , 1998, Arthritis and rheumatism.

[90]  A. Stone,et al.  The experience of rheumatoid arthritis pain and fatigue: examining momentary reports and correlates over one week. , 1997, Arthritis care and research : the official journal of the Arthritis Health Professions Association.

[91]  B. Belza,et al.  Correlates of Fatigue in Older Adults with Rheumatoid Arthritis , 1993, Nursing research.

[92]  B. B. Tack Self-reported fatigue in rheumatoid arthritis. A pilot study. , 1990, Arthritis care and research : the official journal of the Arthritis Health Professions Association.

[93]  A. Tennant,et al.  Effect of Fatigue, Older Age, Higher Body Mass Index, and Female Sex on Disability in Early Rheumatoid Arthritis in the Treatment‐to‐Target Era , 2018, Arthritis care & research.

[94]  B. Combe,et al.  Improvement of fatigue in patients with rheumatoid arthritis treated with biologics: relationship with sleep disorders, depression and clinical efficacy. A prospective, multicentre study. , 2017, Clinical and experimental rheumatology.

[95]  Francis Berenbaum,et al.  Effect of biotherapies on fatigue in rheumatoid arthritis: a systematic review of the literature and meta-analysis. , 2012, Rheumatology.

[96]  M. O. Perez,et al.  Correlation of fatigue with pain and disability in rheumatoid arthritis and osteoarthritis, respectively. , 2011, Revista brasileira de reumatologia.

[97]  Y. Turan,et al.  Correlation of Fatigue with Clinical Parameters and Quality of Life in Rheumatoid Arthritis , 2010 .