AI Article Synopsis

  • The classification of arteries and veins in cerebral angiograms is crucial for safer neurosurgical procedures and diagnosing vascular issues like arteriovenous malformations.
  • A novel method using contrast medium dynamics in rotational digital subtraction angiography (DSA) enhances vessel classification by processing projections to improve contrast flow and reduce the effects of soft tissue and bone.
  • The study achieved high sensitivity (90%), specificity (91%), and accuracy (92%) in classifying arterial and venous voxels from a dataset of 60 patients, which could improve surgical planning and our understanding of cerebrovascular dynamics without additional costs or invasiveness.

Article Abstract

Classification of arteries and veins in cerebral angiograms can increase the safety of neurosurgical procedures, such as StereoElectroEncephaloGraphy, and aid the diagnosis of vascular pathologies, as arterovenous malformations. We propose a new method for vessel classification using the contrast medium dynamics in rotational digital subtraction angiography (DSA). After 3D DSA and angiogram segmentation, contrast enhanced projections are processed to suppress soft tissue and bone structures attenuation effect and further enhance the CM flow. For each voxel labelled as vessel, a time intensity curve (TIC) is obtained as a linear combination of temporal basis functions whose weights are addressed by simultaneous algebraic reconstruction technique (SART 3.5D), expanded to include dynamics. Each TIC is classified by comparing the areas under the curve in the arterial and venous phases. Clustering is applied to optimize the classification thresholds. On a dataset of 60 patients, a median value of sensitivity (90%), specificity (91%), and accuracy (92%) were obtained with respect to annotated arterial and venous voxels up to branching order 4-5. Qualitative results are also presented about CM arrival time mapping and its distribution in arteries and veins respectively. In conclusion, this study shows a valuable impact, at no protocol extra-cost or invasiveness, concerning surgical planning related to the enhancement of arteries as major organs at risk. Also, it opens a new scope on the pathophysiology of cerebrovascular dynamics and its anatomical relationships.

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Source
http://dx.doi.org/10.1088/1361-6560/ac8c7fDOI Listing

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