Outcome prediction in moderate and severe traumatic brain injury: a focus on computed tomography variables
- PMID: 23138545
- DOI: 10.1007/s12028-012-9795-9
Outcome prediction in moderate and severe traumatic brain injury: a focus on computed tomography variables
Abstract
Background: With this study we aimed to design validated outcome prediction models in moderate and severe traumatic brain injury (TBI) using demographic, clinical, and radiological parameters.
Methods: Seven hundred consecutive moderate or severe TBI patients were included in this observational prospective cohort study. After inclusion, clinical data were collected, initial head computed tomography (CT) scans were rated, and at 6 months outcome was determined using the extended Glasgow Outcome Scale. Multivariate binary logistic regression analysis was applied to evaluate the association between potential predictors and three different outcome endpoints. The prognostic models that resulted were externally validated in a national Dutch TBI cohort.
Results: In line with previous literature we identified age, pupil responses, Glasgow Coma Scale score and the occurrence of a hypotensive episode post-injury as predictors. Furthermore, several CT characteristics were associated with outcome; the aspect of the ambient cisterns being the most powerful. After external validation using Receiver Operating Characteristic (ROC) analysis our prediction models demonstrated adequate discriminative values, quantified by the area under the ROC curve, of 0.86 for death versus survival and 0.83 for unfavorable versus favorable outcome. Discriminative power was less for unfavorable outcome in survivors: 0.69.
Conclusions: Outcome prediction in moderate and severe TBI might be improved using the models that were designed in this study. However, conventional demographic, clinical and CT variables proved insufficient to predict disability in surviving patients. The information that can be derived from our prediction rules is important for the selection and stratification of patients recruited into clinical TBI trials.
Similar articles
-
Validation of a prognostic score for early mortality in severe head injury cases.J Neurosurg. 2014 Dec;121(6):1314-22. doi: 10.3171/2014.7.JNS131874. Epub 2014 Sep 19. J Neurosurg. 2014. PMID: 25237737
-
Computed tomography-estimated specific gravity at hospital admission predicts 6-month outcome in mild-to-moderate traumatic brain injury patients admitted to the intensive care unit.Anesth Analg. 2012 May;114(5):1026-33. doi: 10.1213/ANE.0b013e318249fe7a. Epub 2012 Feb 24. Anesth Analg. 2012. PMID: 22366842
-
Outcome prediction in mild traumatic brain injury: age and clinical variables are stronger predictors than CT abnormalities.J Neurotrauma. 2010 Apr;27(4):655-68. doi: 10.1089/neu.2009.1059. J Neurotrauma. 2010. PMID: 20035619
-
Development of a risk score to guide brain imaging in older patients admitted with falls and confusion.Br J Radiol. 2011 Aug;84(1004):756-7. doi: 10.1259/bjr/78864604. Br J Radiol. 2011. PMID: 21750139 Free PMC article. Review.
-
Prediction of outcome in severe traumatic brain injury.Curr Opin Crit Care. 2009 Oct;15(5):437-41. doi: 10.1097/MCC.0b013e3283307a26. Curr Opin Crit Care. 2009. PMID: 19713837 Review.
Cited by
-
Performance of IMPACT, CRASH and Nijmegen models in predicting six month outcome of patients with severe or moderate TBI: an external validation study.Scand J Trauma Resusc Emerg Med. 2014 Nov 19;22:68. doi: 10.1186/s13049-014-0068-9. Scand J Trauma Resusc Emerg Med. 2014. PMID: 25406964 Free PMC article.
-
Characteristics and recovery trends of severe TBI patients with a favorable functional outcome at 6-month follow-up.Neurosurg Rev. 2025 Jan 13;48(1):41. doi: 10.1007/s10143-024-03163-9. Neurosurg Rev. 2025. PMID: 39800816
-
Clinical Epidemiology of Head Injury from Road-Traffic Trauma in a Developing Country in the Current Era.Front Neurol. 2017 Dec 15;8:695. doi: 10.3389/fneur.2017.00695. eCollection 2017. Front Neurol. 2017. PMID: 29326652 Free PMC article.
-
Glial fibrillary acidic protein as a biomarker in severe traumatic brain injury patients: a prospective cohort study.Crit Care. 2015 Oct 12;19:362. doi: 10.1186/s13054-015-1081-8. Crit Care. 2015. PMID: 26455520 Free PMC article.
-
Functional Outcomes in Moderate-to-Severe Traumatic Brain Injury Survivors.J Emerg Trauma Shock. 2018 Jul-Sep;11(3):197-204. doi: 10.4103/JETS.JETS_6_18. J Emerg Trauma Shock. 2018. PMID: 30429628 Free PMC article.
References
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Medical