Prediction of Global Functional Outcome and Post-Concussive Symptoms after Mild Traumatic Brain Injury

dc.contributor.authorMikolic, Anaen
dc.contributor.authorPolinder, Suzanneen
dc.contributor.authorSteyerberg, Ewout W.en
dc.contributor.authorRetel Helmrich, Isabel R. A.en
dc.contributor.authorGiacino, Joseph T.en
dc.contributor.authorMaas, Andrew I. R.en
dc.contributor.authorvan der Naalt, Joukjeen
dc.contributor.authorVoormolen, Daphne C.en
dc.contributor.authorvon Steinbuechel, Nicoleen
dc.contributor.authorWilson, Lindsayen
dc.contributor.authorLingsma, Hester F.en
dc.contributor.authorvan Klaveren, Daviden
dc.contributor.authorGruen, Russellen
dc.date.accessioned2025-06-14T23:36:10Z
dc.date.available2025-06-14T23:36:10Z
dc.date.issued2020en
dc.description.abstractThe 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.en
dc.description.statusPeer-revieweden
dc.format.extent14en
dc.identifier.otherWOS:000581637600001en
dc.identifier.otherPubMed:32977737en
dc.identifier.otherScopus:85099165776en
dc.identifier.otherORCID:/0000-0001-8023-1957/work/166858417en
dc.identifier.urihttps://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=anu_research_portal_plus2&SrcAuth=WosAPI&KeyUT=WOS:000581637600001&DestLinkType=FullRecord&DestApp=WOS_CPLen
dc.identifier.urihttps://hdl.handle.net/1885/733761981
dc.language.isoenen
dc.sourceJournal of Neurotraumaen
dc.subjectGlasgow Outcome Scale Extendeden
dc.subjectExternal validationen
dc.subjectMild traumatic brain injuryen
dc.subjectPost-concussive symptomsen
dc.subjectPrognostic modelen
dc.titlePrediction of Global Functional Outcome and Post-Concussive Symptoms after Mild Traumatic Brain Injuryen
dc.typeJournal articleen
local.bibliographicCitation.lastpage209en
local.bibliographicCitation.startpage196en
local.contributor.affiliationMikolic, Ana; Erasmus University Rotterdamen
local.contributor.affiliationPolinder, Suzanne; Erasmus University Rotterdamen
local.contributor.affiliationSteyerberg, Ewout W.; Erasmus University Rotterdamen
local.contributor.affiliationRetel Helmrich, Isabel R. A.; Erasmus University Rotterdamen
local.contributor.affiliationGiacino, Joseph T.; Harvard Universityen
local.contributor.affiliationMaas, Andrew I. R.; University of Antwerpen
local.contributor.affiliationvan der Naalt, Joukje; University of Groningenen
local.contributor.affiliationVoormolen, Daphne C.; Erasmus University Rotterdamen
local.contributor.affiliationvon Steinbuechel, Nicole; University of Göttingenen
local.contributor.affiliationWilson, Lindsay; University of Stirlingen
local.contributor.affiliationLingsma, Hester F.; Erasmus University Rotterdamen
local.contributor.affiliationvan Klaveren, David; Erasmus University Rotterdamen
local.contributor.affiliationGruen, Russell; ANU College of Health and Medicine, The Australian National Universityen
local.identifier.citationvolume38en
local.identifier.doi10.1089/neu.2020.7074en
local.identifier.puree1af74f4-7c78-48ec-af20-de8b2f2aaacden
local.type.statusPublisheden

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