title: Quantitative CT improves outcome prediction in acute traumatic brain injury.
abstract: The admission noncontrast head computed tomography (CT) scan has been demonstrated to be one of several key early clinical and imaging features in the challenging problem of prediction of long-term outcome after acute traumatic brain injury (TBI). In this study, we employ two novel approaches to the problem of imaging classification and outcome prediction in acute TBI. First, we employ the novel technique of quantitative CT (qCT) image analysis to provide more objective, reproducible measures of the abnormal features of the admission head CT in acute TBI. We show that the incorporation of quantitative, rather than qualitative, CT features results in a significant improvement in prediction of the 6-month Extended Glasgow Outcome Scale (GOS-E) score over a wide spectrum of injury severity. Second, we employ principal components analysis (PCA) to demonstrate the interdependence of certain predictive variables. Relatively few prior studies of outcome prediction in acute TBI have used a multivariate approach that explicitly takes into account the potential covariance among clinical and CT predictive variables. We demonstrate that several predictors, including midline shift, cistern effacement, subdural hematoma volume, and Glasgow Coma Scale (GCS) score are related to one another. Rather than being independent features, their importance may be related to their status as surrogate measures of a more fundamental underlying clinical feature, such as the severity of intracranial mass effect. We believe that objective computational tools and data-driven analytical methods hold great promise for neurotrauma research, and may ultimately have a role in image analysis for clinical care.
authors.affiliation: Department of Radiology, University of California-San Francisco, San Francisco General Hospital, San Francisco, California 94107, USA. esther.yuh@ucsf.edu
authors.forename: Esther L
authors.initials: EL
authors.lastname: Yuh
authors.forename: Shelly R
authors.initials: SR
authors.lastname: Cooper
authors.forename: Adam R
authors.initials: AR
authors.lastname: Ferguson
authors.forename: Geoffrey T
authors.initials: GT
authors.lastname: Manley
mesh_terms: D000293:Adolescent; D000328:Adult; D000368:Aged; D000369:Aged, 80 and over; D001930:Brain Injuries / Q000145:classification* / Q000000981:diagnostic imaging*; D005260:Female; D023261:Glasgow Outcome Scale; D006801:Humans; D007090:Image Interpretation, Computer-Assisted; D008297:Male; D008875:Middle Aged; D011237:Predictive Value of Tests; D025341:Principal Component Analysis; D011379:Prognosis; D020127:Recovery of Function; D014057:Tomography, X-Ray Computed / Q000379:methods*; D055815:Young Adult