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Evaluation of aneurysm rupture risk based upon flowrate-independent hemodynamic parameters: A multi-center pilot study

  • Mingzi Zhang
  • , Xiaoxi Hou
  • , Yi Qian
  • , Winston Chong
  • , Xin Zhang
  • , Chuan Zhi Duan
  • , Chubin Ou

Research output: Contribution to journal › Article › Research › peer-review

Abstract

Background: Specifying generic flow boundary conditions in aneurysm hemodynamic simulations yields a great degree of uncertainty for the evaluation of aneurysm rupture risk. Herein, we proposed the use of flowrate-independent parameters in discriminating unstable aneurysms and compared their prognostic performance against that of conventional absolute parameters. Methods: This retrospective study included 186 aneurysms collected from three international centers, with the stable aneurysms having a minimum follow-up period of 24 months. The flowrate-independent aneurysmal wall shear stress (WSS) and energy loss (EL) were defined as the coefficients of the second-order polynomials characterizing the relationships between the respective parameters and the parent-artery flows. Performance of the flowrate-independent parameters in discriminating unstable aneurysms with the logistic regression, Adaboost, and support-vector machine (SVM) methods was quantified and compared against that of the conventional parameters, in terms of sensitivity, specificity, and area under the curve (AUC). Results: In discriminating unstable aneurysms, the proposed flowrate-independent EL achieved the highest sensitivity (0.833, 95% CI 0.586 to 0.964) and specificity (0.833, 95% CI 0.672 to 0.936) on the SVM, with the AUC outperforming the conventional EL by 0.133 (95% CI 0.039 to 0.226, p=0.006). Likewise, the flowrate-independent WSS outperformed the conventional WSS in terms of the AUC (difference: 0.137, 95% CI 0.033 to 0.241, p=0.010). Conclusion: The flowrate-independent hemodynamic parameters surpassed their conventional counterparts in predicting the stability of aneurysms, which may serve as a promising set of hemodynamic metrics to be used for the prediction of aneurysm rupture risk when physiologically real vascular boundary conditions are unavailable.

Original languageEnglish
Pages (from-to)695-700
Number of pages7
JournalJournal of NeuroInterventional Surgery
Volume15
Issue number7
DOIs
Publication statusPublished - Jul 2023
Externally publishedYes

Keywords

  • Aneurysm
  • Blood Flow
  • Stroke
  • Technology

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