Volumetric analysis of pelvic hematomas after blunt trauma using semi-automated seeded region growing segmentation: a method validation study.

Abstract

Manually segmented traumatic pelvic hematoma volumes are strongly predictive of active bleeding at conventional angiography, but the method is time intensive, limiting its clinical applicability. We compared volumetric analysis using semi-automated region growing segmentation to manual segmentation and diameter-based size estimates in patients with pelvic hematomas after blunt pelvic trauma. A 14-patient cohort was selected in an anonymous randomized fashion from a dataset of patients with pelvic binders at MDCT, collected retrospectively as part of a HIPAA-compliant IRB-approved study from January 2008 to December 2013. To evaluate intermethod differences, one reader (R1) performed three volume measurements using the manual technique and three volume measurements using the semi-automated technique. To evaluate interobserver differences for semi-automated segmentation, a second reader (R2) performed three semi-automated measurements. One-way analysis of variance was used to compare differences in mean volumes. Time effort was also compared. Correlation between the two methods as well as two shorthand appraisals (greatest diameter, and the ABC/2 method for estimating ellipsoid volumes) was assessed with Spearman's rho (r). Intraobserver variability was lower for semi-automated compared to manual segmentation, with standard deviations ranging between ±5-32mL and ±17-84mL, respectively (p=0.0003). There was no significant difference in mean volumes between the two readers' semi-automated measurements (p=0.83); however, means were lower for the semi-automated compared with the manual technique (manual: mean and SD 309.6±139mL; R1 semi-auto: 229.6±88.2mL, p=0.004; R2 semi-auto: 243.79±99.7mL, p=0.021).Despite differences in means, the correlation between the two methods was very strong and highly significant (r=0.91, p<0.001). Correlations with diameter-based methods were only moderate and nonsignificant.Mean semi-automated segmentation time effort was 2min and 6s and 2min and 35s for R1 and R2, respectively, vs. 22min and 8s for manual segmentation. Semi-automated pelvic hematoma volumes correlate strongly with manually segmented volumes. Since semi-automated segmentation can be performed reliably and efficiently, volumetric analysis of traumatic pelvic hematomas is potentially valuable at the point-of-care.