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Published in: BMC Musculoskeletal Disorders 1/2011

Open Access 01-12-2011 | Research article

Clustering patients on the basis of their individual course of low back pain over a six month period

Authors: Iben Axén, Lennart Bodin, Gunnar Bergström, Laszlo Halasz, Fredrik Lange, Peter W Lövgren, Annika Rosenbaum, Charlotte Leboeuf-Yde, Irene Jensen

Published in: BMC Musculoskeletal Disorders | Issue 1/2011

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Abstract

Background

Several researchers have searched for subgroups in the heterogeneous population of patients with non-specific low back pain (LBP). To date, subgroups have been identified based on psychological profiles and the variation of pain.

Methods

This multicentre prospective observational study explored the 6- month clinical course with measurements of bothersomeness that were collected from weekly text messages that were sent by 176 patients with LBP. A hierarchical cluster analysis, Ward's method, was used to cluster patients according to the development of their pain.

Results

Four clusters with distinctly different clinical courses were described and further validated against clinical baseline variables and outcomes. Cluster 1, a "stable" cluster, where the course was relatively unchanged over time, contained young patients with good self- rated health. Cluster 2, a group of "fast improvers" who were very bothered initially but rapidly improved, consisted of patients who rated their health as relatively poor but experienced the fewest number of days with bothersome pain of all the clusters. Cluster 3 was the "typical patient" group, with medium bothersomeness at baseline and an average improvement over the first 4-5 weeks. Finally, cluster 4 contained the "slow improvers", a group of patients who improved over 12 weeks. This group contained older individuals who had more LBP the previous year and who also experienced most days with bothersome pain of all the clusters.

Conclusions

It is possible to define clinically meaningful clusters of patients based on their individual course of LBP over time. Future research should aim to reproduce these clusters in different populations, add further clinical variables to distinguish the clusters and test different treatment strategies for them.
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Literature
1.
go back to reference van Middelkoop M: A systematic review on the effectiveness of physical and rehabilitation interventions for chronic non-specific low back pain. Eur Spine J. 2010 van Middelkoop M: A systematic review on the effectiveness of physical and rehabilitation interventions for chronic non-specific low back pain. Eur Spine J. 2010
2.
go back to reference Rubinstein SM: A systematic review on the effectiveness of complementary and alternative medicine for chronic non-specific low-back pain. Eur Spine J. 2010, 19 (8): 1213-28. 10.1007/s00586-010-1356-3.CrossRefPubMedPubMedCentral Rubinstein SM: A systematic review on the effectiveness of complementary and alternative medicine for chronic non-specific low-back pain. Eur Spine J. 2010, 19 (8): 1213-28. 10.1007/s00586-010-1356-3.CrossRefPubMedPubMedCentral
3.
go back to reference Bergstrom G: A 7-year follow-up of multidisciplinary rehabilitation among chronic neck and back pain patients. Is sick leave outcome dependent on psychologically derived patient groups?. Eur J Pain. 14 (4): 426-33. Bergstrom G: A 7-year follow-up of multidisciplinary rehabilitation among chronic neck and back pain patients. Is sick leave outcome dependent on psychologically derived patient groups?. Eur J Pain. 14 (4): 426-33.
4.
go back to reference Axen I: The Nordic back pain subpopulation program: can patient reactions to the first chiropractic treatment predict early favorable treatment outcome in nonpersistent low back pain?. J Manipulative Physiol Ther. 2005, 28 (3): 153-8. 10.1016/j.jmpt.2005.02.007.CrossRefPubMed Axen I: The Nordic back pain subpopulation program: can patient reactions to the first chiropractic treatment predict early favorable treatment outcome in nonpersistent low back pain?. J Manipulative Physiol Ther. 2005, 28 (3): 153-8. 10.1016/j.jmpt.2005.02.007.CrossRefPubMed
5.
go back to reference Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program - individual patterns of low back pain established by means of text messaging: a longitudinal pilot study. Chiropr Osteopat. 2009, 17: 11-10.1186/1746-1340-17-11.CrossRefPubMedPubMedCentral Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program - individual patterns of low back pain established by means of text messaging: a longitudinal pilot study. Chiropr Osteopat. 2009, 17: 11-10.1186/1746-1340-17-11.CrossRefPubMedPubMedCentral
6.
go back to reference Axén I: Using text messages (SMS) to collect frequent data for evaluation of the six months clinical course of low back pain - scrutiny of a novel method. European Journal of Pain -Submitted in December 2010 Axén I: Using text messages (SMS) to collect frequent data for evaluation of the six months clinical course of low back pain - scrutiny of a novel method. European Journal of Pain -Submitted in December 2010
7.
go back to reference Hayden JA: What is the prognosis of back pain?. Best Pract Res Clin Rheumatol. 2010, 24 (2): 167-79. 10.1016/j.berh.2009.12.005.CrossRefPubMed Hayden JA: What is the prognosis of back pain?. Best Pract Res Clin Rheumatol. 2010, 24 (2): 167-79. 10.1016/j.berh.2009.12.005.CrossRefPubMed
8.
go back to reference Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program: Can low back pain patterns be predicted from the first consultation with a chiropractor? A longitudinal pilot study. Chiropr Osteopat. 2010, 18: 8-10.1186/1746-1340-18-8.CrossRefPubMedPubMedCentral Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program: Can low back pain patterns be predicted from the first consultation with a chiropractor? A longitudinal pilot study. Chiropr Osteopat. 2010, 18: 8-10.1186/1746-1340-18-8.CrossRefPubMedPubMedCentral
9.
go back to reference Leboeuf-Yde C: Chiropractic in Sweden: a short description of patients and treatment. J Manipulative Physiol Ther. 1997, 20 (8): 507-10.PubMed Leboeuf-Yde C: Chiropractic in Sweden: a short description of patients and treatment. J Manipulative Physiol Ther. 1997, 20 (8): 507-10.PubMed
10.
go back to reference Ohlund C: Quantified pain drawing in subacute low back pain. Validation in a nonselected outpatient industrial sample. 1996, Spine, 21 (9): 1021-30. discussion 1031 Ohlund C: Quantified pain drawing in subacute low back pain. Validation in a nonselected outpatient industrial sample. 1996, Spine, 21 (9): 1021-30. discussion 1031
11.
go back to reference Farrar JT: Clinical importance of changes in chronic pain intensity measured on an 11-point numerical pain rating scale. Pain. 2001, 94 (2): 149-58. 10.1016/S0304-3959(01)00349-9.CrossRefPubMed Farrar JT: Clinical importance of changes in chronic pain intensity measured on an 11-point numerical pain rating scale. Pain. 2001, 94 (2): 149-58. 10.1016/S0304-3959(01)00349-9.CrossRefPubMed
12.
go back to reference Voss M: Comparisons of self-reported and register data on sickness absence among public employees in Sweden. Occup Environ Med. 2008, 65 (1): 61-7. 10.1136/oem.2006.031427.CrossRefPubMed Voss M: Comparisons of self-reported and register data on sickness absence among public employees in Sweden. Occup Environ Med. 2008, 65 (1): 61-7. 10.1136/oem.2006.031427.CrossRefPubMed
13.
go back to reference Sullivan M, Karlsson J, Ware JE: The Swedish SF-36 Health Survey--I. Evaluation of data quality, scaling assumptions, reliability and construct validity across general populations in Sweden. Soc Sci Med. 1995, 41 (10): 1349-58. 10.1016/0277-9536(95)00125-Q.CrossRefPubMed Sullivan M, Karlsson J, Ware JE: The Swedish SF-36 Health Survey--I. Evaluation of data quality, scaling assumptions, reliability and construct validity across general populations in Sweden. Soc Sci Med. 1995, 41 (10): 1349-58. 10.1016/0277-9536(95)00125-Q.CrossRefPubMed
14.
go back to reference Brooks R: EuroQol: the current state of play. Health Policy. 1996, 37 (1): 53-72. 10.1016/0168-8510(96)00822-6.CrossRefPubMed Brooks R: EuroQol: the current state of play. Health Policy. 1996, 37 (1): 53-72. 10.1016/0168-8510(96)00822-6.CrossRefPubMed
15.
go back to reference Axen I: The Nordic Back Pain Subpopulation Program: validation and improvement of a predictive model for treatment outcome in patients with low back pain receiving chiropractic treatment. J Manipulative Physiol Ther. 2005, 28 (6): 381-5. 10.1016/j.jmpt.2005.06.008.CrossRefPubMed Axen I: The Nordic Back Pain Subpopulation Program: validation and improvement of a predictive model for treatment outcome in patients with low back pain receiving chiropractic treatment. J Manipulative Physiol Ther. 2005, 28 (6): 381-5. 10.1016/j.jmpt.2005.06.008.CrossRefPubMed
16.
go back to reference Dunn KM, Croft PR: Classification of low back pain in primary care: using "bothersomeness" to identify the most severe cases. 2005, Spine, 30 (16): 1887-92. Dunn KM, Croft PR: Classification of low back pain in primary care: using "bothersomeness" to identify the most severe cases. 2005, Spine, 30 (16): 1887-92.
17.
go back to reference Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program: course patterns established through weekly follow-ups in patients treated for low back pain. Chiropr Osteopat. 2010, 18: 2-10.1186/1746-1340-18-2.CrossRefPubMedPubMedCentral Kongsted A, Leboeuf-Yde C: The Nordic back pain subpopulation program: course patterns established through weekly follow-ups in patients treated for low back pain. Chiropr Osteopat. 2010, 18: 2-10.1186/1746-1340-18-2.CrossRefPubMedPubMedCentral
18.
go back to reference SMS-Track: SMS -Track Questionnaire 1.1.3. 2007 SMS-Track: SMS -Track Questionnaire 1.1.3. 2007
19.
go back to reference Johansen B, Wedderkopp N: Comparison between data obtained through real-time data capture by SMS and a retrospective telephone interview. Chiropr Osteopat. 2010, 18 (1): 10-10.1186/1746-1340-18-10.CrossRefPubMedPubMedCentral Johansen B, Wedderkopp N: Comparison between data obtained through real-time data capture by SMS and a retrospective telephone interview. Chiropr Osteopat. 2010, 18 (1): 10-10.1186/1746-1340-18-10.CrossRefPubMedPubMedCentral
20.
go back to reference Bergman LR, Magnusson D: A person-oriented approach in research on developmental psychopathology. Dev Psychopathol. 1997, 9 (2): 291-319.CrossRefPubMed Bergman LR, Magnusson D: A person-oriented approach in research on developmental psychopathology. Dev Psychopathol. 1997, 9 (2): 291-319.CrossRefPubMed
21.
go back to reference Everitt B: Cluster Analysis. Edited by: E. Arnold. 1992, London, Third Everitt B: Cluster Analysis. Edited by: E. Arnold. 1992, London, Third
22.
go back to reference Everitt BS, Landau S, Leese M: Cluster Analysis. 2001, London: Arnold, 103-4 Everitt BS, Landau S, Leese M: Cluster Analysis. 2001, London: Arnold, 103-4
23.
26.
go back to reference Bergman I, El-Khouri B: Sleipner. A statistical package for pattern-oriented analysis. S.U. Department of Psychology. 1998, Stockholm, 2: Bergman I, El-Khouri B: Sleipner. A statistical package for pattern-oriented analysis. S.U. Department of Psychology. 1998, Stockholm, 2:
27.
go back to reference Malmqvist S: The Nordic back pain subpopulation program: predicting outcome among chiropractic patients in Finland. Chiropr Osteopat. 2008, 16: 13-10.1186/1746-1340-16-13.CrossRefPubMedPubMedCentral Malmqvist S: The Nordic back pain subpopulation program: predicting outcome among chiropractic patients in Finland. Chiropr Osteopat. 2008, 16: 13-10.1186/1746-1340-16-13.CrossRefPubMedPubMedCentral
28.
go back to reference Leboeuf-Yde C: The nordic back pain subpopulation program: demographic and clinical predictors for outcome in patients receiving chiropractic treatment for persistent low back pain. J Manipulative Physiol Ther. 2004, 27 (8): 493-502. 10.1016/j.jmpt.2004.08.001.CrossRefPubMed Leboeuf-Yde C: The nordic back pain subpopulation program: demographic and clinical predictors for outcome in patients receiving chiropractic treatment for persistent low back pain. J Manipulative Physiol Ther. 2004, 27 (8): 493-502. 10.1016/j.jmpt.2004.08.001.CrossRefPubMed
30.
go back to reference Stig LC, Nilsson O, Leboeuf-Yde C: Recovery pattern of patients treated with chiropractic spinal manipulative therapy for long-lasting or recurrent low back pain. J Manipulative Physiol Ther. 2001, 24 (4): 288-91. 10.1067/mmt.2001.114362.CrossRefPubMed Stig LC, Nilsson O, Leboeuf-Yde C: Recovery pattern of patients treated with chiropractic spinal manipulative therapy for long-lasting or recurrent low back pain. J Manipulative Physiol Ther. 2001, 24 (4): 288-91. 10.1067/mmt.2001.114362.CrossRefPubMed
31.
go back to reference Gurcay E: Acute low back pain: clinical course and prognostic factors. Disabil Rehabil. 2009, 31 (10): 840-5. 10.1080/09638280802355163.CrossRefPubMed Gurcay E: Acute low back pain: clinical course and prognostic factors. Disabil Rehabil. 2009, 31 (10): 840-5. 10.1080/09638280802355163.CrossRefPubMed
32.
go back to reference Leboeuf-Yde C: The Nordic back pain subpopulation program: the long-term outcome pattern in patients with low back pain treated by chiropractors in Sweden. J Manipulative Physiol Ther. 2005, 28 (7): 472-8. 10.1016/j.jmpt.2005.07.003.CrossRefPubMed Leboeuf-Yde C: The Nordic back pain subpopulation program: the long-term outcome pattern in patients with low back pain treated by chiropractors in Sweden. J Manipulative Physiol Ther. 2005, 28 (7): 472-8. 10.1016/j.jmpt.2005.07.003.CrossRefPubMed
33.
go back to reference Gheldof EL: Development of and recovery from short- and long-term low back pain in occupational settings: a prospective cohort study. Eur J Pain. 2007, 11 (8): 841-54. 10.1016/j.ejpain.2006.12.012.CrossRefPubMed Gheldof EL: Development of and recovery from short- and long-term low back pain in occupational settings: a prospective cohort study. Eur J Pain. 2007, 11 (8): 841-54. 10.1016/j.ejpain.2006.12.012.CrossRefPubMed
34.
go back to reference Langworthy JM, Breen AC: Rationalizing back pain: the development of a classification system through cluster analysis. J Manipulative Physiol Ther. 1997, 20 (5): 303-10.PubMed Langworthy JM, Breen AC: Rationalizing back pain: the development of a classification system through cluster analysis. J Manipulative Physiol Ther. 1997, 20 (5): 303-10.PubMed
35.
go back to reference Chen C, Hogg-Johnson S, Smith P: The recovery patterns of back pain among workers with compensated occupational back injuries. Occup Environ Med. 2007, 64 (8): 534-40. 10.1136/oem.2006.029215.CrossRefPubMedPubMedCentral Chen C, Hogg-Johnson S, Smith P: The recovery patterns of back pain among workers with compensated occupational back injuries. Occup Environ Med. 2007, 64 (8): 534-40. 10.1136/oem.2006.029215.CrossRefPubMedPubMedCentral
36.
go back to reference Tamcan O: The course of chronic and recurrent low back pain in the general population. Pain. 2010, 150 (3): 451-7. 10.1016/j.pain.2010.05.019.CrossRefPubMed Tamcan O: The course of chronic and recurrent low back pain in the general population. Pain. 2010, 150 (3): 451-7. 10.1016/j.pain.2010.05.019.CrossRefPubMed
37.
go back to reference Stone AA: Patient compliance with paper and electronic diaries. Control Clin Trials. 2003, 24 (2): 182-99. 10.1016/S0197-2456(02)00320-3.CrossRefPubMed Stone AA: Patient compliance with paper and electronic diaries. Control Clin Trials. 2003, 24 (2): 182-99. 10.1016/S0197-2456(02)00320-3.CrossRefPubMed
38.
go back to reference Dunn KM, Jordan K, Croft PR: Characterizing the course of low back pain: a latent class analysis. Am J Epidemiol. 2006, 163 (8): 754-61. 10.1093/aje/kwj100.CrossRefPubMed Dunn KM, Jordan K, Croft PR: Characterizing the course of low back pain: a latent class analysis. Am J Epidemiol. 2006, 163 (8): 754-61. 10.1093/aje/kwj100.CrossRefPubMed
39.
go back to reference Kent P, Keating JL, Leboeuf-Yde C: Research methods for subgrouping low back pain. BMC Med Res Methodol. 10: 62- Kent P, Keating JL, Leboeuf-Yde C: Research methods for subgrouping low back pain. BMC Med Res Methodol. 10: 62-
Metadata
Title
Clustering patients on the basis of their individual course of low back pain over a six month period
Authors
Iben Axén
Lennart Bodin
Gunnar Bergström
Laszlo Halasz
Fredrik Lange
Peter W Lövgren
Annika Rosenbaum
Charlotte Leboeuf-Yde
Irene Jensen
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Musculoskeletal Disorders / Issue 1/2011
Electronic ISSN: 1471-2474
DOI
https://doi.org/10.1186/1471-2474-12-99

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