Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Article
  • Published:

Evaluating the modified spinal cord injury secondary conditions scale (SCI-SCS) combining severity and mortality-based weights

Abstract

Study design

Cross-sectional study

Objective

To evaluate alternative scoring approaches for the modified Spinal Cord Injury Secondary Conditions Scale (SCI-SCS) using severity- and mortality-based weights, and to examine their associations with functioning and self-reported health in individuals with SCI.

Setting

Community

Methods

We analyzed data from 10,347 participants in the International Spinal Cord Injury Survey (InSCI). Eight scoring approaches were constructed from 14 secondary health conditions and a depression item, varying by severity coding and by whether mortality weights were applied equally or condition-specifically. Associations with functioning (ICF-based composite score) and self-reported health were assessed using Pearson and Spearman correlations, with additional country-level analyses to explore variability.

Results

All scoring approaches were negatively correlated with both outcomes, indicating that higher secondary health condition burden was associated with worse functioning and poorer health. The score combining the modified SCI-SCS with condition-specific mortality weights showed the highest correlations, though differences from the unweighted score were small. Both scores demonstrated moderate associations with the outcomes. Country-level analyses revealed variability, partly related to sample size, but overall patterns were consistent.

Conclusion

The modified SCI-SCS demonstrated moderate and robust associations with functioning and self-reported health, supporting its use as a pragmatic proxy of overall health status in individuals with SCI. Weighting by mortality risks yielded only marginal gains, suggesting that the unweighted score remains a suitable option for research and practice. These findings advance the use of self-reported measures to capture health burden in SCI and encourage further validation with independent outcomes and across diverse contexts.

This is a preview of subscription content, access via your institution

Access options

Buy this article

USD 39.95

Prices may be subject to local taxes which are calculated during checkout

Fig. 1: Validation of the scores using two health outcomes.
Fig. 2
Fig. 3

Similar content being viewed by others

Data availability

The data that support the findings of this study are available from the International Spinal Cord Injury Community Survey (InSCI) Study Center, but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available. Data are however available from the authors upon reasonable request and with permission of the InSCI Study Center. To request the data please contact ana.ona@paraplegie.ch.

References

  1. World Health Organization, International Spinal Cord Society. International perspectives on spinal cord injury: World Health Organization; 2013.

  2. Brinkhof MW, Al-Khodairy A, Eriks-Hoogland I, Fekete C, Hinrichs T, Hund-Georgiadis M, et al. Health conditions in people with spinal cord injury: Contemporary evidence from a population-based community survey in Switzerland. J Rehabil Med. 2016;48:197–209.

    Article  PubMed  Google Scholar 

  3. Strøm V, Månum G, Arora M, Joseph C, Kyriakides A, OSTERTHUN R, et al. Physical health conditions in persons with spinal cord injury across 21 countries worldwide. Journal of rehabilitation medicine. 2022;54:jrm00302.

    Article  PubMed  Google Scholar 

  4. Cao Y, DiPiro N, Krause JS. Health factors and spinal cord injury: a prospective study of risk of cause-specific mortality. Spinal Cord. 2019;57:594–602.

    Article  PubMed  Google Scholar 

  5. Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M. Defining comorbidity: implications for understanding health and health services. The Annals of Family Medicine. 2009;7:357–63.

    Article  PubMed  Google Scholar 

  6. Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. Journal of Clinical Epidemiology. 1987;40:373–83.

    CAS  Google Scholar 

  7. Seekins T, Smith N, McCleary T, Clay J, Walsh J. Secondary disability prevention: Involving consumers in the development of a public health surveillance instrument. Journal of Disability Policy Studies. 1990;1:21–36.

    Article  Google Scholar 

  8. Sangha O, Stucki G, Liang MH, Fossel AH, Katz JN. The self‐administered comorbidity questionnaire: a new method to assess comorbidity for clinical and health services research. Arthritis Care & Research: Official Journal of the American College of Rheumatology. 2003;49:156–63.

    Article  Google Scholar 

  9. Aubert CE, Fankhauser N, Marques-Vidal P, Stirnemann J, Aujesky D, Limacher A, et al. Multimorbidity and healthcare resource utilization in Switzerland: a multicentre cohort study. BMC health services research. 2019;19:1–9.

    Article  Google Scholar 

  10. Buddeke J, Bots ML, van Dis I, Visseren FL, Hollander M, Schellevis FG, et al. Comorbidity in patients with cardiovascular disease in primary care: a cohort study with routine healthcare data. Br J Gen Pract. 2019;69:e398–e406.

    Article  PubMed  PubMed Central  Google Scholar 

  11. Seekins T, Ravesloot C. Secondary conditions experienced by adults with injury-related disabilities in Montana. Topics in Spinal Cord Injury Rehabilitation. 2000;6:43–53.

    Article  Google Scholar 

  12. Kalpakjian CZ, Scelza WM, Forchheimer MB, Toussaint LL. Preliminary reliability and validity of a spinal cord injury secondary conditions scale. The journal of spinal cord medicine. 2007;30:131–9.

    Article  PubMed  PubMed Central  Google Scholar 

  13. Arora M, Harvey L, Lavrencic L, Bowden J, Nier L, Glinsky J, et al. A telephone-based version of the spinal cord injury–secondary conditions scale: a reliability and validity study. Spinal Cord. 2016;54:402–5.

    Article  CAS  PubMed  Google Scholar 

  14. Stucki G, Bickenbach J. The international spinal cord injury survey and the learning health system for spinal cord injury. American journal of physical medicine & rehabilitation. 2017;96:S2–S4.

    Article  Google Scholar 

  15. Stucki G, Bickenbach J. The implementation challenge and the learning health system for SCI initiative. Am J Phys Med Rehabil. 2017;96:S55–S60.

    Article  PubMed  Google Scholar 

  16. Cieza A. The international spinal cord injury survey and the learning health system for spinal cord injury. Am J Phys Med Rehabil. 2017;96:S1.

    Article  PubMed  Google Scholar 

  17. Gross-Hemmi MH, Post MW, Ehrmann C, Fekete C, Hasnan N, Middleton JW, et al. Study protocol of the international spinal cord injury (InSCI) community survey. Am J Phys Med Rehabil. 2017;96:S23–S34.

    Article  PubMed  Google Scholar 

  18. Fekete C, Brach M, Ehrmann C, Post MW, Stucki G. Cohort profile of the international spinal cord injury (InSCI) community survey implemented in 22 countries. Archives of Physical Medicine and Rehabilitation. 2020;101:2103–11.

    Article  PubMed  Google Scholar 

  19. Fekete C, Post MW, Bickenbach J, Middleton J, Prodinger B, Selb M, et al. A structured approach to capture the lived experience of spinal cord injury: data model and questionnaire of the international spinal cord injury community survey. Am J Phys Med Rehabil. 2017;96:S5–S16.

    Article  PubMed  Google Scholar 

  20. Fekete C, Gurtner B, Simon K, Gemperli A, Gmünder HP, Hund-Georgiadis M, et al. Inception cohort of the swiss spinal cord injury cohort study (SwiSCI): design, participant characteristics, response rates and non-response. Journal of rehabilitation medicine. 2021;53:jrm00159.

    PubMed  Google Scholar 

  21. Post MW, Brinkhof MW, von, Elm E, Boldt C, Brach M, et al. Design of the Swiss spinal cord injury cohort study. American Journal of Physical Medicine & Rehabilitation. 2011;90:S5–S16.

    Article  Google Scholar 

  22. Krause JS, Cao Y, DeVivo MJ, DiPiro ND. Risk and protective factors for cause-specific mortality after spinal cord injury. Archives of physical medicine and rehabilitation. 2016;97:1669–78.

    Article  PubMed  Google Scholar 

  23. Sabariego C, Ehrmann C, Bickenbach J, Pacheco Barzallo D, Schedin Leiulfsrud A, Strøm V, et al. Ageing, functioning patterns and their environmental determinants in the spinal cord injury (sci) population: a comparative analysis across eleven european countries implementing the international spinal cord injury community survey. Plos one. 2023;18:e0284420.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. Lorem G, Cook S, Leon DA, Emaus N, Schirmer H. Self-reported health as a predictor of mortality: A cohort study of its relation to other health measurements and observation time. Scientific Reports. 2020;10:4886.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  25. Chamberlain JD, Meier S, Mader L, von Groote PM, Brinkhof MW. Mortality and longevity after a spinal cord injury: systematic review and meta-analysis. Neuroepidemiology. 2015;44:182–98.

    Article  PubMed  Google Scholar 

  26. Fekete C, Debnar C, Scheel-Sailer A, Gemperli A. Does the socioeconomic status predict health service utilization in persons with enhanced health care needs? Results from a population-based survey in persons with spinal cord lesions from Switzerland. Int J Equity Health. 2022;21:94.

    Article  PubMed  PubMed Central  Google Scholar 

  27. Pacheco Barzallo D, Gross-Hemmi M, Bickenbach J, Juocevičius A, Popa D, Wahyuni LK, et al. Quality of life and the health system: a 22-country comparison of the situation of people with spinal cord injury. Archives of physical medicine and rehabilitation. 2020;101:2167–76.

    Article  PubMed  Google Scholar 

  28. Barzallo DP, Gross-Hemmi M, Bickenbach J, Juocevičius A, Popa D, Wahyuni LK, et al. Quality of life and the health system: a 22-country comparison of the situation of people with spinal cord injury. Archives of Physical Medicine and Rehabilitation. 2020;101:2167–76.

    Article  Google Scholar 

Download references

Acknowledgements

This study is based on data from the International Spinal Cord Injury (InSCI) Community Survey (Ref. Am J Phys Med Rehabil. 2017;96[suppl]: S23-S34). The members of the InSCI Steering Committee are J. Middleton, J. Patrick Engkasan, G. Stucki, M. Brach, J. Bickenbach, M. Gross-Hemmi, C. Thyrian, L. Battistella, J. Li, B. Perrouin-Verbe, C. Gutenbrunner, C. Rapidi, L.K. Wahyuni, M. Zampolini, E. Saitoh, B.S. Lee, A. Juocevicius, N. Hasnan, A. Hajjioui, M.W.M. Post, V Strøm, P. Tederko, D. Popa, C. Joseph, M. Avellanet, M. Baumberger, A. Kovindha, and R. Escorpizo.

Funding

This project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No 801076, through the SSPH n Global PhD Fellowship Programme in Public Health Sciences (GlobalP3HS) of the Swiss School of Public Health.

Author information

Authors and Affiliations

Authors

Contributions

AO and DP were involved in the conceptualization and formal analysis of the study. AO performed the statistical analysis and wrote the original draft. DP reviewed and approved the methodology. DP, VS, CS, and AG critically reviewed and interpreted the results. All the authors read and approved the final draft of the manuscript before submission.

Corresponding author

Correspondence to Diana Pacheco Barzallo.

Ethics declarations

Competing interests

Authors must declare whether or not there are any competing financial interests in relation to the work described.

Ethics approval

Ethical approval and consent to participate are not required for this study. The InSCI Study Group ensures that all the research teams from the participant countries follow international standards for ethical approval and obtain consent to participate in each country. In addition, all the data from the International Spinal Cord Injury Survey (InSCI) are anonymized, and all research bases on data from this community survey, including the present study, need to be evaluated and approved before obtaining the data.

Consent to participate

All methods were performed in accordance with the relevant guidelines and regulations of the InSCI Study Group protocol for best practices in cross-cultural surveys.

Additional information

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

Supplementary information

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

Oña, A., Strøm, V., Sabariego, C. et al. Evaluating the modified spinal cord injury secondary conditions scale (SCI-SCS) combining severity and mortality-based weights. Spinal Cord (2026). https://doi.org/10.1038/s41393-026-01167-4

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Version of record:

  • DOI: https://doi.org/10.1038/s41393-026-01167-4

Search

Quick links