Literature DB >> 32977737

Prediction of Global Functional Outcome and Post-Concussive Symptoms after Mild Traumatic Brain Injury: External Validation of Prognostic Models in the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Study.

Ana Mikolić1, Suzanne Polinder1, Ewout W Steyerberg1,2, Isabel R A Retel Helmrich1, Joseph T Giacino3,4, Andrew I R Maas5, Joukje van der Naalt6, Daphne C Voormolen1, Nicole von Steinbüchel7, Lindsay Wilson8, Hester F Lingsma1, David van Klaveren1,9.   

Abstract

The majority of traumatic brain injuries (TBIs) are categorized as mild, according to a baseline Glasgow Coma Scale (GCS) score of 13-15. Prognostic models that were developed to predict functional outcome and persistent post-concussive symptoms (PPCS) after mild TBI have rarely been externally validated. We aimed to externally validate models predicting 3-12-month Glasgow Outcome Scale Extended (GOSE) or PPCS in adults with mild TBI. We analyzed data from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) project, which included 2862 adults with mild TBI, with 6-month GOSE available for 2374 and Rivermead Post-Concussion Symptoms Questionnaire (RPQ) results available for 1605 participants. Model performance was evaluated based on calibration (graphically and characterized by slope and intercept) and discrimination (C-index). We validated five published models for 6-month GOSE and three for 6-month PPCS scores. The models used different cutoffs for outcome and some included symptoms measured 2 weeks post-injury. Discriminative ability varied substantially (C-index between 0.58 and 0.79). The models developed in the Corticosteroid Randomisation After Significant Head Injury (CRASH) trial for prediction of GOSE <5 discriminated best (C-index 0.78 and 0.79), but were poorly calibrated. The best performing models for PPCS included 2-week symptoms (C-index 0.75 and 0.76). In conclusion, none of the prognostic models for early prediction of GOSE and PPCS has both good calibration and discrimination in persons with mild TBI. In future studies, prognostic models should be tailored to the population with mild TBI, predicting relevant end-points based on readily available predictors.

Entities:  

Keywords:  Glasgow Outcome Scale Extended; external validation; mild traumatic brain injury; post-concussive symptoms; prognostic model

Year:  2020        PMID: 32977737     DOI: 10.1089/neu.2020.7074

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


  5 in total

Review 1.  Management of moderate to severe traumatic brain injury: an update for the intensivist.

Authors:  Geert Meyfroidt; Pierre Bouzat; Michael P Casaer; Randall Chesnut; Sophie Rym Hamada; Raimund Helbok; Peter Hutchinson; Andrew I R Maas; Geoffrey Manley; David K Menon; Virginia F J Newcombe; Mauro Oddo; Chiara Robba; Lori Shutter; Martin Smith; Ewout W Steyerberg; Nino Stocchetti; Fabio Silvio Taccone; Lindsay Wilson; Elisa R Zanier; Giuseppe Citerio
Journal:  Intensive Care Med       Date:  2022-05-20       Impact factor: 41.787

2.  Neuroanatomical Substrates and Symptoms Associated With Magnetic Resonance Imaging of Patients With Mild Traumatic Brain Injury.

Authors:  Sophie Richter; Stefan Winzeck; Evgenios N Kornaropoulos; Tilak Das; Thijs Vande Vyvere; Jan Verheyden; Guy B Williams; Marta M Correia; David K Menon; Virginia F J Newcombe
Journal:  JAMA Netw Open       Date:  2021-03-01

3.  Does poor methodological quality of prediction modeling studies translate to poor model performance? An illustration in traumatic brain injury.

Authors:  Isabel R A Retel Helmrich; Ana Mikolić; David M Kent; Hester F Lingsma; Laure Wynants; Ewout W Steyerberg; David van Klaveren
Journal:  Diagn Progn Res       Date:  2022-05-05

4.  AUS-TBI: The Australian Health Informatics Approach to Predict Outcomes and Monitor Intervention Efficacy after Moderate-to-Severe Traumatic Brain Injury.

Authors:  Melinda Fitzgerald; Jennie Ponsford; Natasha A Lannin; Terence J O'Brien; Peter Cameron; D James Cooper; Nick Rushworth; Belinda Gabbe
Journal:  Neurotrauma Rep       Date:  2022-06-07

5.  Post-Concussion Symptoms Rule: Derivation and Validation of a Clinical Decision Rule for Early Prediction of Persistent Symptoms after a Mild Traumatic Brain Injury.

Authors:  Natalie Le Sage; Jean-Marc Chauny; Simon Berthelot; Patrick Archambault; Xavier Neveu; Lynne Moore; Valérie Boucher; Jérôme Frenette; Élaine De Guise; Marie-Christine Ouellet; Jacques Lee; Andrew D McRae; Eddy Lang; Marcel Émond; Éric Mercier; Pier-Alexandre Tardif; Bonnie Swaine; Peter Cameron; Jeffrey J Perry
Journal:  J Neurotrauma       Date:  2022-09-09       Impact factor: 4.869

  5 in total

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