Skip to main content
Log in

Subgroup characteristics in care workers with low back pain: cluster analysis-based severity of central sensitivity syndromes and low back pain

  • Original Article
  • Published:
European Spine Journal Aims and scope Submit manuscript

Abstract

Purpose

This multicentre, collaborative, cross-sectional study aimed to explore the characteristics of subgroups based on central sensitivity syndromes (CSSs) and low back pain (LBP) severity. Furthermore, we investigated the relationship between the classified subgroups and work status among the care workers.

Patients and methods

In 660 care workers, we assessed LBP intensity, pain duration, pain sites, CSS (using the central sensitization inventory-9), psychological factors (using the pain catastrophizing scale and pain self-efficacy questionnaire), and work status (interference, amount of assistance, frequency of assistance, and work environment). We used hierarchical clustering analysis to divide the participants into subgroups based on CSS and LBP severity. We further performed multiple comparison analyzes and adjusted the residuals (chi-square test) to reveal differences between clusters.

Results

Care workers with LBP were divided into four subgroups (Cluster 1: no CSS and mild LBP, Cluster 2: mild CSS and severe LBP, Cluster 3: mild CSS and mild LBP, Cluster 4: severe CSS and moderate LBP). Cluster 4 tended to have a higher number of pain sites, severe pain catastrophizing, and poor pain self-efficacy. In addition, Cluster 4 showed a higher frequency of assistance and an inadequate working environment and equipment. By contrast, Cluster 2 tended to have low pain self-efficacy. In addition, Cluster 2 experienced the highest work-related interference compared with any of the subgroups.

Conclusion

Our findings suggested that the severe LBP and severe CSS subgroups had common and different characteristics concerning psychological factors and work status, including interference with work. Our results may help to improve the management of care workers with LBP.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Data availability

The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. A Wu L March X Zheng 2020 Global low back pain prevalence and years lived with disability from 1990 to 2017: estimates from the global burden of disease study 2017 Ann Transl Med 8 299

    Article  PubMed  PubMed Central  Google Scholar 

  2. EC Alexopoulos A Burdorf A Kalokerinou 2006 A comparative analysis on musculoskeletal disorders between Greek and Dutch nursing personnel Int Arch Occup Environ Health 79 82 88

    Article  PubMed  Google Scholar 

  3. LL Andersen T Clausen OS Mortensen 2012 A prospective cohort study on musculoskeletal risk factors for long-term sickness absence among healthcare workers in eldercare Int Arch Occup Environ Health 85 615 622

    Article  PubMed  Google Scholar 

  4. A Faber H Giver J Strøyer 2010 Are low back pain and low physical capacity risk indicators for dropout among recently qualified eldercare workers? A follow-up study Scand J Public Health 38 810 816

    Article  PubMed  Google Scholar 

  5. IL Engkvist 2006 Evaluation of an intervention comprising a no lifting policy in Australian hospitals Appl Ergon 37 141 148

    Article  PubMed  Google Scholar 

  6. J Hartvigsen MJ Hancock A Kongsted 2018 What low back pain is and why we need to pay attention Lancet 391 2356 2367

    Article  PubMed  Google Scholar 

  7. S Ferrari A Chiarotto M Pellizzer 2016 Pain self-efficacy and fear of movement are similarly associated with pain intensity and disability in Italian patients with chronic low back pain Pain Pract 16 1040 1047

    Article  PubMed  Google Scholar 

  8. PWM Marshall S Schabrun MF Knox 2017 Physical activity and the mediating effect of fear, depression, anxiety, and catastrophizing on pain related disability in people with chronic low back pain PLoS ONE 12 1 15

    Article  Google Scholar 

  9. MM Wertli R Eugster U Held 2014 Catastrophizing-a prognostic factor for outcome in patients with low back pain: a systematic review Spine J 14 2639 2657

    Article  PubMed  Google Scholar 

  10. T Yoshimoto H Oka T Fujii 2019 Survey on chronic disabling low back pain among care workers at nursing care facilities: a multicenter collaborative cross-sectional study J Pain Res 12 1025 1032

    Article  PubMed  PubMed Central  Google Scholar 

  11. L Ghadyani SS Tavafian A Kazemnejad 2016 Development and psychometric evaluation of nursing low back pain predictor questionnaire focusing on nurses suffering from chronic low back pain in Iran Asian Spine J 10 697 704

    Article  PubMed  PubMed Central  Google Scholar 

  12. R Neblett MM Hartzell M Williams 2017 Use of the Central Sensitization Inventory (CSI) as a treatment outcome measure for patients with chronic spinal pain disorder in a functional restoration program Spine J 17 1819 1829

    Article  PubMed  Google Scholar 

  13. H Shigetoh Y Tanaka M Koga 2019 The mediating effect of central sensitization on the relation between pain intensity and psychological factors: a cross-sectional study with mediation analysis Pain Res Manag 2019 3916135

    Article  PubMed  PubMed Central  Google Scholar 

  14. H Shigetoh M Koga Y Tanaka 2020 Central sensitivity is associated with poor recovery of pain: srediction, cluster, and decision tree analyses Pain Res Manag 2020 8844219

    Article  PubMed  PubMed Central  Google Scholar 

  15. M Koga H Shigetoh Y Tanaka 2022 Characteristics of clusters with contrasting relationships between central sensitization-related symptoms and pain Sci Rep 12 2626

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Y Choi 2014 An examination of the validity of the central sensitization inventory with chronic disabling occupational musculoskeletal disorders The University of Texas at Arlington Arlington

    Google Scholar 

  17. T Nishigami K Tanaka A Mibu 2018 Development and psychometric properties of short form of central sensitization inventory in participants with musculoskeletal pain: a cross-sectional study PLoS ONE 13 1 16

    Article  Google Scholar 

  18. MJ Sullivan SR Bishop J Pivik 1995 The pain catastrophizing scale: development and validation Psychol Assess 7 524 532

    Article  Google Scholar 

  19. T Adachi A Nakae T Maruo 2014 Validation of the Japanese version of the pain self-efficacy questionnaire in Japanese patients with chronic pain Pain Med 15 1405 1417

    Article  PubMed  Google Scholar 

  20. R Noord van der D Paap CP Wilgen van 2018 Convergent validity and clinically relevant categories for the Dutch central sensitization inventory in patients with chronic pain J Appl Biobehav Res 23 e12119

    Article  Google Scholar 

  21. E Kosek D Clauw J Nijs 2021 Chronic nociplastic pain affecting the musculoskeletal system: clinical criteria and grading system Pain 162 2629 2634

    Article  PubMed  Google Scholar 

  22. B English 2014 Neural and psychosocial mechanisms of pain sensitivity in fibromyalgia Pain Manag Nurs 15 530 538

    Article  PubMed  Google Scholar 

  23. PW Hodges RJ Smeets 2015 Interaction between pain, movement, and physical activity: short-term benefits, long-term consequences, and targets for treatment Clin J Pain 31 97 107

    Article  PubMed  Google Scholar 

  24. MA Galan-Martin F Montero-Cuadrado E Lluch-Girbes 2020 Pain neuroscience education and physical therapeutic exercise for patients with chronic spinal pain in Spanish physiotherapy primary care: a pragmatic randomized controlled trial J Clin Med 9 1201

    Article  PubMed  PubMed Central  Google Scholar 

  25. K Iwakiri M Sotoyama M Takahashi 2018 Effectiveness of re-education based on appropriate care methods using welfare equipment on the prevention of low back pain among care workers: a 1.5 year follow-up study Ind Health 56 419 426

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

We would like to thank all study participants for their time and willingness to respond to complete the questionnaires. We are also grateful to the staff for the distribution and collection of questionnaires and for data entry.

Funding

This study was supported by a grant from JSPS KAKENHI (grant number: 22K11219).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Hayato Shigetoh.

Ethics declarations

Conflict of interest

The author reports no conflicts of interest in this work.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shigetoh, H., Abiko, T., Ohyama, M. et al. Subgroup characteristics in care workers with low back pain: cluster analysis-based severity of central sensitivity syndromes and low back pain. Eur Spine J 33, 1447–1454 (2024). https://doi.org/10.1007/s00586-024-08143-7

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00586-024-08143-7

Keywords

Navigation