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PMID: 31956175 Published · ppublish English Journal Article

Assessing the Risk of Intracranial Aneurysm Rupture Using Morphological and Hemodynamic Biomarkers Evaluated from Magnetic Resonance Fluid Dynamics and Computational Fluid Dynamics.

Perera R, Isoda H, Ishiguro K, Mizuno T, Takehara Y, Terada M, Tanoi C, Naito T, Sakahara H, Hiramatsu H, Namba H, Izumi T, Wakabayashi T, Kosugi T, Onishi Y, Alley M, Komori Y, Ikeda M, Naganawa S

Abstract

Evaluate in vivo hemodynamic and morphological biomarkers of intracranial aneurysms, using magnetic resonance fluid dynamics (MRFD) and MR-based patient specific computational fluid dynamics (CFD) in order to assess the risk of rupture. Forty-eight intracranial aneurysms (10 ruptured, 38 unruptured) were scrutinized for six morphological and 10 hemodynamic biomarkers. Morphological biomarkers were calculated based on 3D time-of-flight magnetic resonance angiography (3D TOF MRA) in MRFD analysis. Hemodynamic biomarkers were assessed using both MRFD and CFD analyses. MRFD was performed using 3D TOF MRA and 3D cine phase-contrast magnetic resonance imaging (3D cine PC MRI). CFD was performed utilizing patient specific inflow-outflow boundary conditions derived from 3D cine PC MRI. Univariate analysis was carried out to identify statistically significant biomarkers for aneurysm rupture and receiver operating characteristic (ROC) analysis was performed for the significant biomarkers. Binary logistic regression was performed to identify independent predictive biomarkers. Morphological biomarker analysis revealed that aneurysm size [P = 0.021], volume [P = 0.035] and size ratio [P = 0.039] were statistically significantly different between the two groups. In hemodynamic biomarker analysis, MRFD results indicated that ruptured aneurysms had higher oscillatory shear index (OSI) [OSI.max, P = 0.037] and higher relative residence time (RRT) [RRT.ave, P = 0.035] compared with unruptured aneurysms. Correspondingly CFD analysis demonstrated significant differences for both average and maximum OSI [OSI.ave, P = 0.008; OSI.max, P = 0.01] and maximum RRT [RRT.max, P = 0.045]. ROC analysis revealed AUC values greater than 0.7 for all significant biomarkers. Aneurysm volume [AUC, 0.718; 95% CI, 0.491-0.946] and average OSI obtained from CFD [AUC, 0.774; 95% CI, 0.586-0.961] were retained in the respective logistic regression models. Both morphological and hemodynamic biomarkers have significant influence on intracranial aneurysm rupture. Aneurysm size, volume, size ratio, OSI and RRT could be potential biomarkers to assess aneurysm rupture risk.

Keywords
4D Flow MRI computational fluid dynamics (CFD) hemodynamics intracranial aneurysms magnetic resonance fluid dynamics (MRFD) rupture risk
MeSH 主题词
Aneurysm, Ruptured/diagnostic imaging Biomarkers Female Hemodynamics Humans Hydrodynamics Imaging, Three-Dimensional Intracranial Aneurysm/diagnostic imaging Magnetic Resonance Angiography Magnetic Resonance Imaging, Cine Magnetic Resonance Spectroscopy Male ROC Curve Retrospective Studies
化学物质
Biomarkers
作者与单位
共 19 位作者,点击展开单位 / ORCID
Perera Roshani
Department of Radiological and Medical Laboratory Sciences, Nagoya University Graduate School of Medicine.
Isoda Haruo
Department of Radiological and Medical Laboratory Sciences, Nagoya University Graduate School of Medicine. | Brain & Mind Research Center, Nagoya University.
Ishiguro Kenta
Department of Radiological and Medical Laboratory Sciences, Nagoya University Graduate School of Medicine. | Department of Radiological Technology, Kariya Toyota General Hospital.
Mizuno Takashi
Department of Radiological and Medical Laboratory Sciences, Nagoya University Graduate School of Medicine. | Department of Medical Technology, Nagoya University Hospital.
Takehara Yasuo
Department of Fundamental Development for Advanced Low Invasive Diagnostic Imaging, Nagoya University, Graduate School of Medicine. | Department of Radiology, Nagoya University Graduate School of Medicine.
Terada Masaki
Department of Diagnostic Radiological Technology, Iwata City Hospital.
Tanoi Chiharu
Department of Neurosurgery, Iwata City Hospital.
Naito Takehiro
Department of Neurosurgery, Iwata City Hospital. | Department of Neurosurgery, Komaki City Hospital.
Sakahara Harumi
Department of Diagnostic Radiology & Nuclear Medicine, Hamamatsu University School of Medicine. | Hamamatsu Medical Imaging Center, Hamamatsu Medical Photonics Foundation.
Hiramatsu Hisaya
Department of Neurosurgery, Hamamatsu University School of Medicine.
Namba Hiroki
Department of Neurosurgery, Hamamatsu University School of Medicine.
Izumi Takashi
Department of Neurosurgery, Nagoya University Graduate School of Medicine.
Wakabayashi Toshihiko
Department of Neurosurgery, Nagoya University Graduate School of Medicine.
Kosugi Takafumi
Renaissance of Technology Corporation.
Onishi Yuki
Department of Systems and Control Engineering, School of Engineering, Tokyo Institute of Technology.
Alley Marcus
Department of Radiology, Stanford University School of Medicine.
Komori Yoshiaki
Siemens Healthcare K.K.
Ikeda Mitsuru
Department of Radiological and Medical Laboratory Sciences, Nagoya University Graduate School of Medicine.
Naganawa Shinji
Department of Radiology, Nagoya University Graduate School of Medicine.
Article Info
Journal
Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine
Abbr.
Magn Reson Med Sci
ISSN
1880-2206
Published
2020-12-01
电子出版
2020-00-17
页码
333-344
Language
English
Country/Region
Japan
NLM ID
101153368
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