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Complex Morphologic Analysis of Cerebral Aneurysms Through the Novel Use of Fractal Dimension as a Predictor of Rupture Status: A Proof of Concept Study

动脉瘤 医学 分形维数 置信区间 优势比 分形 放射科 维数(图论) 逻辑回归 分形分析 内科学 数学 组合数学 数学分析
作者
James A. Castiglione,Austin W. Drake,Ahmed E. Hussein,Mark D. Johnson,Paolo Palmisciano,Matthew S. Smith,Michael Robinson,Trisha L. Stahl,Roman Jandarov,Aaron W. Grossman,Peyman Shirani,Jonathan A. Forbes,Norberto Andaluz,Mario Zuccarello,Charles J. Prestigiacomo
出处
期刊:World Neurosurgery [Elsevier]
卷期号:175: e64-e72 被引量:2
标识
DOI:10.1016/j.wneu.2023.03.028
摘要

Aneurysm morphology has been correlated with rupture. Previous reports identified several morphologic indices that predict rupture status, but they measure only specific qualities of the morphology of an aneurysm in a semiquantitative fashion. Fractal analysis is a geometric technique whereby the overall complexity of a shape is quantified through the calculation of a fractal dimension (FD). By progressively altering the scale of measurement of a shape and determining the number of segments required to incorporate the entire shape, a noninteger value for the dimension of the shape is derived. We present a proof-of-concept study to calculate the FD of an aneurysm for a small cohort of patients with aneurysms in 2 specific locations to determine whether FD is associated with aneurysm rupture status. Twenty-nine aneurysms of the posterior communicating and middle cerebral arteries were segmented from computed tomography angiograms in 29 patients. FD was calculated using a standard box-counting algorithm extended for use with three-dimensional shapes. Nonsphericity index and undulation index (UI) were used to validate the data against previously reported parameters associated with rupture status. Nineteen ruptured and 10 unruptured aneurysms were analyzed. Through logistic regression analysis, lower FD was found to be significantly associated with rupture status (P = 0.035; odds ratio, 0.64; 95% confidence interval, 0.42–0.97 per FD increment of 0.05). In this proof-of-concept study, we present a novel approach to quantify the geometric complexity of intracranial aneurysms through FD. These data suggest an association between FD and patient-specific aneurysm rupture status.

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