Literature DB >> 22150207

Predicting 14-day mortality after severe traumatic brain injury: application of the IMPACT models in the brain trauma foundation TBI-trac® New York State database.

Bob Roozenbeek1, Ya-Lin Chiu, Hester F Lingsma, Linda M Gerber, Ewout W Steyerberg, Jamshid Ghajar, Andrew I R Maas.   

Abstract

Prognostic models for outcome prediction in patients with traumatic brain injury (TBI) are important instruments in both clinical practice and research. To remain current a continuous process of model validation is necessary. We aimed to investigate the performance of the International Mission on Prognosis and Analysis of Clinical Trials in TBI (IMPACT) prognostic models in predicting mortality in a contemporary New York State TBI registry developed and maintained by the Brain Trauma Foundation. The Brain Trauma Foundation (BTF) TBI-trac® database contains data on 3125 patients who sustained severe TBI (Glasgow Coma Scale [GCS] score ≤ 8) in New York State between 2000 and 2009. The outcome measure was 14-day mortality. To predict 14-day mortality with admission data, we adapted the IMPACT Core and Extended models. Performance of the models was assessed by determining calibration (agreement between observed and predicted outcomes), and discrimination (separation of those patients who die from those who survive). Calibration was explored graphically with calibration plots. Discrimination was expressed by the area under the receiver operating characteristic (ROC) curve (AUC). A total of 2513 out of 3125 patients in the BTF database met the inclusion criteria. The 14-day mortality rate was 23%. The models showed excellent calibration. Mean predicted probabilities were 20% for the Core model and 24% for the Extended model. Both models showed good discrimination with AUCs of 0.79 (Core) and 0.83 (Extended). We conclude that the IMPACT models validly predict 14-day mortality in the BTF database, confirming generalizability of these models for outcome prediction in TBI patients.

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Year:  2012        PMID: 22150207      PMCID: PMC3335134          DOI: 10.1089/neu.2011.1988

Source DB:  PubMed          Journal:  J Neurotrauma        ISSN: 0897-7151            Impact factor:   5.269


  21 in total

1.  Final results of MRC CRASH, a randomised placebo-controlled trial of intravenous corticosteroid in adults with head injury-outcomes at 6 months.

Authors:  Phil Edwards; Miguel Arango; Laura Balica; Rowland Cottingham; Hesham El-Sayed; Barbara Farrell; Janice Fernandes; Tamar Gogichaisvili; Nyoman Golden; Bennie Hartzenberg; Mazhar Husain; Mario Izurieta Ulloa; Zouheir Jerbi; Hussein Khamis; Edward Komolafe; Véronique Laloë; Gabrielle Lomas; Silke Ludwig; Guy Mazairac; Maria de los Angeles Muñoz Sanchéz; Luis Nasi; Fatos Olldashi; Patrick Plunkett; Ian Roberts; Peter Sandercock; Haleema Shakur; Caridad Soler; Reto Stocker; Petr Svoboda; Stefan Trenkler; N K Venkataramana; Jonathan Wasserberg; David Yates; Surakrant Yutthakasemsunt
Journal:  Lancet       Date:  2005 Jun 4-10       Impact factor: 79.321

2.  IMPACT database of traumatic brain injury: design and description.

Authors:  Anthony Marmarou; Juan Lu; Isabella Butcher; Gillian S McHugh; Nino A Mushkudiani; Gordon D Murray; Ewout W Steyerberg; Andrew I R Maas
Journal:  J Neurotrauma       Date:  2007-02       Impact factor: 5.269

3.  Guidelines for the management of severe traumatic brain injury.

Authors: 
Journal:  J Neurotrauma       Date:  2007       Impact factor: 5.269

4.  Efficacy and safety of dexanabinol in severe traumatic brain injury: results of a phase III randomised, placebo-controlled, clinical trial.

Authors:  Andrew I R Maas; Gordon Murray; Herbert Henney; Nadim Kassem; Valerie Legrand; Miriam Mangelus; Jan-Paul Muizelaar; Nino Stocchetti; Nachshon Knoller
Journal:  Lancet Neurol       Date:  2006-01       Impact factor: 44.182

5.  Guidelines for the management of severe head injury. Brain Trauma Foundation, American Association of Neurological Surgeons, Joint Section on Neurotrauma and Critical Care.

Authors: 
Journal:  J Neurotrauma       Date:  1996-11       Impact factor: 5.269

6.  Standardizing data collection in traumatic brain injury.

Authors:  Andrew I R Maas; Cynthia L Harrison-Felix; David Menon; P David Adelson; Tom Balkin; Ross Bullock; Doortje C Engel; Wayne Gordon; Jean Langlois-Orman; Henry L Lew; Claudia Robertson; Nancy Temkin; Alex Valadka; Mieke Verfaellie; Mark Wainwright; David W Wright; Karen Schwab
Journal:  J Neurotrauma       Date:  2011-02-05       Impact factor: 5.269

Review 7.  Traumatic brain injury.

Authors:  J Ghajar
Journal:  Lancet       Date:  2000-09-09       Impact factor: 79.321

Review 8.  Moderate and severe traumatic brain injury in adults.

Authors:  Andrew I R Maas; Nino Stocchetti; Ross Bullock
Journal:  Lancet Neurol       Date:  2008-08       Impact factor: 44.182

Review 9.  A systematic review finds methodological improvements necessary for prognostic models in determining traumatic brain injury outcomes.

Authors:  Nino A Mushkudiani; Chantal W P M Hukkelhoven; Adrián V Hernández; Gordon D Murray; Sung C Choi; Andrew I R Maas; Ewout W Steyerberg
Journal:  J Clin Epidemiol       Date:  2008-04       Impact factor: 6.437

Review 10.  Systematic review of prognostic models in traumatic brain injury.

Authors:  Pablo Perel; Phil Edwards; Reinhard Wentz; Ian Roberts
Journal:  BMC Med Inform Decis Mak       Date:  2006-11-14       Impact factor: 2.796

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  30 in total

Review 1.  A review of neuroprotection pharmacology and therapies in patients with acute traumatic brain injury.

Authors:  Kevin W McConeghy; Jimmi Hatton; Lindsey Hughes; Aaron M Cook
Journal:  CNS Drugs       Date:  2012-07-01       Impact factor: 5.749

2.  Variation in the BDNF gene interacts with age to predict mortality in a prospective, longitudinal cohort with severe TBI.

Authors:  Michelle D Failla; Raj G Kumar; Andrew B Peitzman; Yvette P Conley; Robert E Ferrell; Amy K Wagner
Journal:  Neurorehabil Neural Repair       Date:  2014-07-24       Impact factor: 3.919

3.  Predicting long-term outcome after traumatic brain injury using repeated measurements of Glasgow Coma Scale and data mining methods.

Authors:  Hsueh-Yi Lu; Tzu-Chi Li; Yong-Kwang Tu; Jui-Chang Tsai; Hong-Shiee Lai; Lu-Ting Kuo
Journal:  J Med Syst       Date:  2015-01-31       Impact factor: 4.460

4.  Brain-Derived Neurotrophic Factor (BDNF) in Traumatic Brain Injury-Related Mortality: Interrelationships Between Genetics and Acute Systemic and Central Nervous System BDNF Profiles.

Authors:  Michelle D Failla; Yvette P Conley; Amy K Wagner
Journal:  Neurorehabil Neural Repair       Date:  2015-05-15       Impact factor: 3.919

5.  Transcranial low-level laser therapy enhances learning, memory, and neuroprogenitor cells after traumatic brain injury in mice.

Authors:  Weijun Xuan; Fatma Vatansever; Liyi Huang; Michael R Hamblin
Journal:  J Biomed Opt       Date:  2014       Impact factor: 3.170

6.  Volumetric analysis of day of injury computed tomography is associated with rehabilitation outcomes after traumatic brain injury.

Authors:  Sarah Majercik; Joseph Bledsoe; David Ryser; Ramona O Hopkins; Joseph E Fair; R Brock Frost; Joel MacDonald; Ryan Barrett; Susan Horn; David Pisani; Erin D Bigler; Scott Gardner; Mark Stevens; Michael J Larson
Journal:  J Trauma Acute Care Surg       Date:  2017-01       Impact factor: 3.313

7.  Association between optic nerve sheath diameter and mortality in patients with severe traumatic brain injury.

Authors:  Mypinder S Sekhon; Paul McBeth; Jie Zou; Lu Qiao; Leif Kolmodin; William R Henderson; Steve Reynolds; Donald E G Griesdale
Journal:  Neurocrit Care       Date:  2014-10       Impact factor: 3.210

8.  Temporal Profile of Microtubule-Associated Protein 2: A Novel Indicator of Diffuse Brain Injury Severity and Early Mortality after Brain Trauma.

Authors:  Linda Papa; Steven A Robicsek; Gretchen M Brophy; Kevin K W Wang; H Julia Hannay; Shelley Heaton; Ilona Schmalfuss; Andrea Gabrielli; Ronald L Hayes; Claudia S Robertson
Journal:  J Neurotrauma       Date:  2017-11-03       Impact factor: 5.269

9.  Testing a Multivariate Proteomic Panel for Traumatic Brain Injury Biomarker Discovery: A TRACK-TBI Pilot Study.

Authors:  J Russell Huie; Ramon Diaz-Arrastia; John K Yue; Marco D Sorani; Ava M Puccio; David O Okonkwo; Geoffrey T Manley; Adam R Ferguson
Journal:  J Neurotrauma       Date:  2018-09-27       Impact factor: 5.269

10.  An evaluation of outcomes in patients with traumatic brain injury at a referral hospital in Tanzania: evidence from a survival analysis.

Authors:  Cyrus Elahi; Thiago Augusto Hernandes Rocha; Núbia Cristina da Silva; Francis M Sakita; Ansbert Sweetbert Ndebea; Anthony Fuller; Michael M Haglund; Blandina T Mmbaga; João Ricardo Nickenig Vissoci; Catherine A Staton
Journal:  Neurosurg Focus       Date:  2019-11-01       Impact factor: 4.047

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