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. 2024 Jun 19;34(12):8015–8029. doi: 10.1007/s00330-024-10841-1

Table 4.

Different MRI gradings of TAI in various TBI injury severities: Adjusteda ordinal and logistic regression analyses and cross-validated area under the curve (AUC)

Model fit logistic regression modelb Cross-validated AUCc
Model Variables included in the model Pseudo R2 AIC BIC Mean AUC Bootstrap 95% CI
Severe TBI

GCS score ≤ 8

n = 176

A0 Core variables and CT 0.15 585 626 0.80 0.68; 0.84
A1 Standard TAI grading 0.16 581 632 0.81 0.73; 0.87
A2 Stockholm MRI grading system 0.18 571 621 0.80 0.71; 0.86
A3 TAI-MRI grading based on GCS score 0.17 577 627 0.81 0.71; 0.85
A4 Trondheim TAI-MRI grading 0.19 571 628 0.84 0.72; 0.86
A5 Vol. TAI on FLAIR (TAI-FLAIR volume model) 0.20 555 602 0.86 0.76; 0.90
A6 Vol. TAI on FLAIR+ Vol. Contusion on FLAIR (TBI-FLAIR volume model) 0.21 551 605 0.90 0.78; 0.91
Moderate TBI

GCS score 9–12

n = 74

B0 Age, GCS score, and CT 0.15 214 241 0.76 0.69; 0.89
B1 Standard TAI grading 0.16 219 253 0.69 0.64; 0.86
B2 Stockholm MRI grading system 0.15 219 254 0.76 0.65; 0.86
B3 TAI-MRI grading based on GCS score 0.16 219 253 0.73 0.63; 0.86
B4 Trondheim TAI-MRI grading 0.17 219 258 0.77 0.63; 0.86
B5 Vol. TAI on FLAIR (TAI-FLAIR volume model) 0.17 215 247 0.78 0.64; 0.86
B6 Vol. TAI on FLAIR + Vol. Contusion on FLAIR (TBI-FLAIR volume model) 0.19 213 250 0.76 0.61; 0.84

GCS score 13

n = 55

C0 Age and CT 0.15 67 73 0.66 0.51; 0.83
C1 Standard TAI grading 0.15 69 77 0.72 0.50; 0.83
C2 Stockholm MRI grading system 0.15 69 77 0.71 0.50; 0.83
C3 TAI-MRI grading based on GCS score 0.16 69 77 0.76 0.47; 0.81
C4 Trondheim TAI-MRI grading 0.15 69 77 0.73 0.51; 0.83
C5 Vol. TAI on FLAIR (TAI-FLAIR volume model) 0.16 71 81 0.75 0.52; 0.85
C6 Vol. Contusion on FLAIR (Contusion-FLAIR volume model) 0.26 63 73 0.78 0.55; 0.90
Mild TBI

GCS 14–15

n = 147

D0 Age and sex 0.05 102 111 NA
D4 TAI gradingd on MRI 0.09 100 112
D5 Vol. TAI on FLAIR (TAI-FLAIR quantitative model) 0.09 102 117
D6 Vol. Contusion on FLAIR (Contusion-FLAIR volume model) 0.25 85 100

TAI traumatic axonal injury, TBI traumatic brain injury, AUC area under the curve, GCS Glasgow Coma Scale, pseudo R2 McFaddens pseudo R2, AIC Akaike information criterion, BIC Bayesian information criterion, CI confidence interval, Vol. volume, FLAIR fluid-attenuated inversion recovery, NA not applicable

a Severe TBI is adjusted for core variables (age, pupil abnormalities and GCS score) and the worst Marshall CT score. Moderate TBI with GCS scores 9–12 are adjusted for age, GCS score and worst Marshall CT score. Moderate TBI with a GCS score 13 is adjusted for age and Marshall CT score. Mild TBI are adjusted for age and sex

For details on the contents and specifications for the different gradings, we refer to the Fig. 4

b Ordinal logistic regression analyses with inverted 6 months Glasgow Outcome Scale Extended (GOSE) score as response variable for severe TBI and moderate TBI with GCS score 9–12. Binary logistic regression predicting disability (GOSE score ≤ 6) at 3 months for mild TBI and at 6 months for moderate TBI with GCS score 13

c 10-fold cross-validation AUC analyses based on the logistic regression models but predicting poor outcome (GOSE score ≤ 4) for severe TBI and predicting disability (GOSE score ≤ 6) for moderate TBI. All values are given as mean AUC with 95% CI from the bootstrap samples

The most favourable model in each injury severity is indicated with italicised rows. The most favourable value in each category for each injury severity is in bold

d Since patients with mild TBI only had TAI in the hemispheres or corpus callosum, all the clinical grading systems performed identically in this group