title: 3D shape analysis of intracranial aneurysms using the writhe number as a discriminant for rupture.
abstract: Intracranial aneurysms are polymorphic focal arterial dilations, which harbor a variable risk of rupture leading to high morbidity and mortality. Increased detection of incidental aneurysms by non-invasive imaging has created a need for rupture risk stratification tools, in addition to simple aneurysm size, to guide optimal treatment strategy. To this end, shape analysis has emerged as a possible differentiator of rupture likelihood. A novel set of morphological parameters based on the writhe number are introduced here to describe aneurysms and discriminate rupture status. Classification in 117 saccular aneurysms (52 ruptured and 65 unruptured) is based on statistical analysis of writhe number distribution on the aneurysm surface. Aneurysms are analyzed both in isolation and including a portion of their parent vessel. Sidewall and bifurcation aneurysm subtypes were found to be best described by disjoint sets of shape parameters, yielding a morphological dichotomy between the two aneurysm classes. Writhe number analysis results in 86.7% accuracy on sidewall (SW) aneurysms and 71.2% accuracy on bifurcation (BF) aneurysms. This represents a 12% accuracy increase for both subtypes compared to the performance of seven established 2D and 3D indexes. The results support the utility of writhe number aneurysm shape analysis, with potential clinical value in rupture risk stratification.
authors.affiliation: Department of Computer Science, Tufts University, 161 College Ave, Medford, MA 02155, USA. alauri02@cs.tufts.edu
authors.forename: Alexandra
authors.initials: A
authors.lastname: Lauric
authors.forename: Eric L
authors.initials: EL
authors.lastname: Miller
authors.forename: Merih I
authors.initials: MI
authors.lastname: Baharoglu
authors.forename: Adel M
authors.initials: AM
authors.lastname: Malek
mesh_terms: D017542:Aneurysm, Ruptured / Q000145:classification / Q000175:diagnosis / Q000473:pathology* / Q000503:physiopathology*; D006801:Humans; D002532:Intracranial Aneurysm / Q000145:classification / Q000175:diagnosis / Q000473:pathology* / Q000503:physiopathology*; D008955:Models, Cardiovascular