Comparison of automated ASPECTS, large vessel occlusion detection and CTP analysis provided by Brainomix and RapidAI in patients with suspected ischaemic stroke

J Stroke Cerebrovasc Dis. 2022 Oct;31(10):106702. doi: 10.1016/j.jstrokecerebrovasdis.2022.106702. Epub 2022 Aug 19.

Abstract

Objectives: The ischaemic core and penumbra volumes derived from CTP aid the selection of patients with an arterial occlusion for mechanical thrombectomy. Different post-processing software packages may give different CTP outputs, potentially causing variable patient selection for mechanical thrombectomy. The study aims were, firstly, to assess the correlation in CTP outputs from software packages provided by Brainomix and RapidAI. Secondly, the correlation between automated ASPECTS and neuroradiologist-derived ASPECTS and accuracy in detecting large vessel occlusion was assessed.

Materials and methods: This retrospective study included patients undergoing CTP for suspected anterior circulation large vessel occlusion. Pearson's correlation coefficient was used for testing the correlation in CTP outputs, ASPECTS/automated ASPECTS, and-in those with complete or near complete occlusion-final infarct volume. Diagnostic statistics were calculated for large vessel occlusion detection.

Results: Correlation was high for ischaemic core and penumbra volumes (0.862 and 0.832, respectively) but lower for the mismatch ratio (0.477). Agreement in mechanical thrombectomy eligibility was achieved in 85% of cases (46/54). Correlation between ischaemic core and final infarct volume was higher for Brainomix (0.757) than for RapidAI (0.595). The correlation between ASPECTS and automated ASPECTS (0.738 and 0.659) and the accuracy of detecting large vessel occlusion (77% and 71%) was higher for Brainomix than for RapidAI.

Conclusion: There was high correlation between the CTP output from Brainomix and RapidAI. However, there was a difference in MT eligibility in 15% of cases, which highlights that the decision regarding MT should not be based on imaging parameters alone.

Keywords: AI; CT perfusion; Large vessel occlusion; mechanical thrombectomy.

MeSH terms

  • Brain Ischemia* / diagnostic imaging
  • Brain Ischemia* / therapy
  • Cerebrovascular Circulation
  • Humans
  • Infarction
  • Ischemic Stroke* / diagnostic imaging
  • Ischemic Stroke* / therapy
  • Perfusion Imaging / methods
  • Retrospective Studies
  • Stroke* / diagnostic imaging
  • Stroke* / therapy
  • Thrombectomy / methods
  • Tomography, X-Ray Computed / methods