Abstract
Low back pain (LBP) can restrict function with all the personal, interpersonal, and social consequences, such as a loss of independence and the inability to fulfil diverse roles in social life. Therefore, the prevention of the consequences of LBP would reduce costs, individual burdens and social burdens. Being able to fulfil the requirements of daily living is a cornerstone of quality of life. Early identification of patients who are likely to develop chronic pain with persistent restricted function is important, as effective prevention needs informed allocation of health care and social work. The aim of this study was to report and discuss the predictive value of instruments used to identify patients at risk of chronic LBP. Medline, Embase, CINAHL, Central, PEDro, Psyndex, PsychInfo/PsycLit, and Sociofile were systematically searched up to July 2004. Reference lists of systematic reviews on risk factors, and reference lists of the studies included were also searched. The selected studies evaluated predictive values of tools or predictive models applied 2–12 weeks after an initial medical consultation for a first or a new episode of non-specific LBP with restriction in function. Instruments had to predict function-related outcomes. Because of the heterogeneity of the instruments used we did not pool the data. Sixteen publications on function-related outcomes were included. The predictive instruments in these studies showed only moderate ability to predict or explain function-related outcome (maximal 51% of the variability). There was great variability in the predictors included and not all known risk factors were included in the models. The reviewed tools showed a limited ability to predict function-related outcome in patients with risk of chronic low back pain. Future instruments should be based on models with a comprehensive set of known risk factors. These models should be constructed and validated by international, coordinated research teams.
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References
Altman DG, Lyman GH (1998) Methodological challenges in the evaluation of prognostic factors in breast cancer. Breast Cancer Res Treat 52:289–303
Altman DG, Royston P (2000) What do we mean by validating a prognostic model? Stat Med 19:453–473
Burton AK, Balague F, Cardon G, Eriksen HR, Henrotin Y, Lahad A, Leclerc A, Muller G, van der Beek AJ (2006) Chapter 2. European guidelines for prevention in low back pain: November 2004. Eur Spine J 15(Suppl 2):S136–S168
Carey TS, Garrett JM, Jackman AM (2000) Beyond the good prognosis. Examination of an inception cohort of patients with chronic low back pain. Spine 25:115–120
Concato J, Feinstein AR, Holford TR (1993) The risk of determining risk with multivariable models. Ann Intern Med 118:201–210
Croft PR, Papageorgiou AC, Thomas E, Macfarlane GJ, Silman AJ (1999) Short-term physical risk factors for new episodes of low back pain: prospective evidence from the South Manchester back pain study. Spine 24:1556–1561
Crook J, Milner R, Schultz IZ, Stringer B (2002) Determinants of occupational disability following a low back injury: a critical review of the literature. J Occup Rehabil 12:277–295
Davis KG, Heaney CA (2000) The relationship between psychosocial work characteristics and low back pain: underlying methodological issues. Clin Biomech 15:389–406
Dionne CE (2005) Psychological distress confirmed as predictor of long-term back-related functional limitations in primary care settings. J Clin Epidemiol 58:714–718
Dionne CE, Koepsell TD, Von KM, Deyo RA, Barlow WE, Checkoway H (1997) Predicting long-term functional limitations among back pain patients in primary care settings. J Clin Epidemiol 50:31–43
Downs SH, Black N (1998) The feasibility of creating a checklist for the assessment of the methodological quality both of randomised and non-randomised studies of health care interventions. J Epidemiol Community Health 52:377–384
Egger M, Smith G, Altmann D (2001) Systematic reviews in health care. Meta-analysis in context, 2nd edn. BMJ Books, London
Epping Jordan JE, Wahlgren DR, Williams RA, Pruitt SD, Slater MA, Patterson TL, Grant I, Webster JS, Atkinson JH (1998) Transition to chronic pain in men with low back pain: predictive relationships among pain intensity, disability, and depressive symptoms. Health Psychol 17:421–427
Hansson TH, Hansson EK (2000) The effects of common medical interventions on pain, back function, and work resumption in patients with chronic low back pain: A prospective 2-year cohort study in six countries. Spine 25:3055–3064
Hartvigsen J, Lings S, Leboeuf Yde C, Bakketeig L (2004) Psychosocial factors at work in relation to low back pain and consequences of low back pain; a systematic, critical review of prospective cohort studies. Occup Environ Med 61:e2
Hoogendoorn WE, Bongers PM, de Vet HC, Twisk JW, van Mechelen W, Bouter LM (2002) Comparison of two different approaches for the analysis of data from a prospective cohort study: an application to work related risk factors for low back pain. Occup Environ Med 59:459–465
Hopayian K (2001) The need for caution in interpreting high quality systematic reviews. Bmj 323:681–684
Hudak PL, Cole DC, Frank JW (1998) Perspectives on prognosis of soft tissue musculoskeletal disorders. Int J Rehabil Res 21:29–40
Justice AC, Covinsky KE, Berlin JA (1999) Assessing the generalizability of prognostic information. Ann Intern Med 130:515–524
Karjalainen K, Malmivaara A, Mutanen P, Pohjolainen T, Roine R, Hurri H (2003) Outcome determinants of subacute low back pain. Spine 28:2634–2640
Kendall NAS, Linton S, Main CJ (2004) New Zealand guidelines group
Kendall NAS, Linton SJ, Main CJ (2004) Guide to assessing psycho-social yellow flags in acute low back pain: risk factors for long-term disability and work loss. ACCatNZG Group, Wellington, New Zealand
Klenerman L, Slade PD, Stanley IM, Pennie B, Reilly JP, Atchison LE, Troup JD, Rose MJ (1995) The prediction of chronicity in patients with an acute attack of low back pain in a general practice setting. Spine 20:478–484
Laupacis A, Sekar N, Stiell IG (1997) Clinical prediction rules. A review and suggested modifications of methodological standards. Jama 277:488–494
Leroux I, Dionne Clermont E, Bourbonnais R (2004) Psychosocial job factors and the one-year evolution of back-related functional limitations. Scand J Work Environ Health 30:47–55
Linton SJ (2001) Occupational psychological factors increase the risk of back pain: a systematic review. J Occup Rehabil 11:53–66
Loisel P, Vachon B, Lemaire J, Durand MJ, Poitras S, Stock S, Tremblay C (2002) Discriminative and predictive validity assessment of the quebec task force classification. Spine 27:851–857
Mannion AF, Muntener M, Taimela S, Dvorak J (2001) Comparison of three active therapies for chronic low back pain: results of a randomized clinical trial with one-year follow-up. Rheumatology 40:772–778
McIntosh G, Frank J, Hogg JS, Hall H, Bombardier C (2000) Low back pain prognosis: structured review of the literature. J Occup Rehabil 10:101–115
Pengel LH, Herbert RD, Maher CG, Refshauge KM (2003) Acute low back pain: systematic review of its prognosis. BMJ (British Medical Journal) 327:326–330
Senn S (2004) Controversies concerning randomization and additivity in clinical trials. Stat Med 23:3729–3753
Shaw WS, Pransky G, Fitzgerald TE (2001) Early prognosis for low back disability: intervention strategies for health care providers. Disabil Rehabil 23:815–828
Simon R, Altman DG (1994) Statistical aspects of prognostic factor studies in oncology. Br J Cancer 69:979–985
Staal JB, Hlobil H, van Tulder MW, Waddell G, Burton AK, Koes BW, van Mechelen W (2003) Occupational health guidelines for the management of low back pain: an international comparison. Occup Environ Med 60:618–626
Teasell RW, Bombardier C (2001) Employment-related factors in chronic pain and chronic pain disability. Clin J Pain 17:S39–S45
Truchon M, Cote D (2005) Predictive validity of the chronic pain coping inventory in subacute low back pain. Pain 116(3):205–212
Truchon M, Fillion L (2000) Biopsychosocial determinants of chronic disability and low-back pain: a review. J Occup Rehabil 10:117–142
Valat JP, Goupille P, Vedere V (1997) Low back pain: risk factors for chronicity. Rev Rhum 64:189–194
van der Weide WE, Verbeek JH, Salle HJ, van Dijk FJ (1999) Prognostic factors for chronic disability from acute low-back pain in occupational health care. Scand J Work Environ Health 25:50–56
van Tulder M, Becker A, Bekkering T, Breen A, del Real MT, Hutchinson A, Koes B, Laerum E, Malmivaara A (2006) Chapter 3. European guidelines for the management of acute nonspecific low back pain in primary care. Eur Spine J 15(Suppl 2):S169–S191
Vergouwe Y, Steyerberg EW, Eijkemans MJ, Habbema JD (2005) Substantial effective sample sizes were required for external validation studies of predictive logistic regression models. J Clin Epidemiol 58:475–483
Von Korff M, Deyo RA, Cherkin D, Barlow W (1993) Back pain in primary care. Outcomes at 1 year. Spine 18:855–862
Von Korff M, Miglioretti DL (2005) A prognostic approach to defining chronic pain. Pain 117:304–313
Waddell G (2004) The back pain revolution. 2nd edn. Churchill Livingstone, Edinburgh
Waddell G, Burton AK, Main CJ (2003) Screening to identify people at risk of long-term incapacity for work. The Royal Society of Medicine Press Limited, London
Wahlgren DR, Atkinson JH, Epping JJE, Williams RA, Pruitt SD, Klapow JC, Patterson TL, Grant I, Webster JS, Slater MA (1997) One-year follow-up of first onset low back pain. Pain 73:213–221
Williams RA, Pruitt SD, Doctor JN, Epping-Jordan JE, Wahlgren DR, Grant I, Patterson TL, Webster JS, Slater MA, Atkinson JH (1998) The contribution of job satisfaction to the transition from acute to chronic low back pain. Arch Phys Med Rehabil 79:366–374
Wyatt JC, Altman DG (1995) Commentary: prognostic models: clinically usefull or quickly forgotten? BMJ (British Medical Journal) 311:1539–1541
Acknowledgments
The authors whish to thank Dr. Pius Estermann, IT specialist, for the construction of the search string and for performing the search; Leokardia Zurek, librarian, for preparing the fulltext articles; Daria Buson for assessing the Italian and Spanish articles; Leanne Pobjoy for manuscript preparation; and the experts contacted for their help. This manuscript was written as a part of a Master of Physiotherapy Sciences at the University of Maastricht and the University of Zurich. Funding: Dr. Bachmann’s work was supported by the Swiss National Science Foundation (grants no. 3233B0-103182 and 3200B0-103183). Furthermore, the project was supported by the National Research Programme NRP53 of the Swiss National Science Foundation, project “Interdisciplinary intervention strategy for chronic MSDs” (module: intervention studies with groups at high risk), 2004–2009.
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RH conceived the study, drafted the protocol, reviewed the literature, selected the literature, extracted data, analysed data and drafted the manuscript. TL conceived the study, reviewed the literature and assisted draft of the manuscript. LMB conceived the study, drafted the protocol and added substantial revisions on manuscript. CH and HJ reviewed and selected the studies. AKL conceived the study and added substantial revisions on manuscript. All authors read and approved the final manuscript.
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Hilfiker, R., Bachmann, L.M., Heitz, C.AM. et al. Value of predictive instruments to determine persisting restriction of function in patients with subacute non-specific low back pain. Systematic review. Eur Spine J 16, 1755–1775 (2007). https://doi.org/10.1007/s00586-007-0433-8
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DOI: https://doi.org/10.1007/s00586-007-0433-8