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Song Y, Zhou J, Tan Y, Wu Y, Liu M, Cheng Y. Risk Factors and Clinical Significance of Ultra-Long-Term Microischemia After Intracranial Aneurysm Embolization. Neurol Ther 2024:10.1007/s40120-024-00630-9. [PMID: 38814531 DOI: 10.1007/s40120-024-00630-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Accepted: 05/08/2024] [Indexed: 05/31/2024] Open
Abstract
INTRODUCTION This study aimed to explore influencing factors and clinical significance of ultra-long-term microischemia following intracranial aneurysm (IA) embolization and establish a theoretical foundation for reducing both the incidence of ultra-long-term microischemia and cognitive dysfunction in patients post embolization. METHODS A retrospective analysis was conducted on data from 147 patients who received endovascular treatment for IAs. Patients were categorized into microischemic and control (non-microischemic) groups on the based on the findings of high-resolution magnetic resonance vessel wall imaging (HR-VWI) examinations performed 3 days postoperatively and 6 months postoperatively. Risk factors for the occurrence of ultra-long-term microischemia were determined by univariate analysis and multivariate logistic regression analysis. RESULTS Out of 147 patients included in the study, 51 (34.69%) developed microischemia while the remaining 96 (65.31%) did not experience this condition. Analysis revealed that factors such as sex, age, history of underlying diseases (hypertension, diabetes mellitus), aneurysmal site characteristics, the presence or absence of stenosis in the aneurysm-bearing artery, modified Fisher score at admission, Barthel's index at discharge, immunoinflammatory index at 3 days postoperatively and at the 6-month follow-up, the presence or absence of aneurysmal wall enhancement, and the presence or absence of aneurysmal lumen showed no statistically significant differences between the two groups (all P > 0.05). By contrast, variables like in operative time, rupture status of the aneurysm before surgery according to World Federation of Neurologic Surgeons (WFNS) grade, aneurysm size, number of stents used, number of guidewires and catheters used, and Evans index between the two groups were found to have statistically significant disparities between those who developed microischemia and those who did not (P < 0.05). A subsequent multivariate analysis revealed that aneurysm size, Evans index, and the number of stents used were independent risk factors for the occurrence of ultra-long-term microischemia after surgical intervention of aneurysms (P < 0.05). The receiver operating characteristic (ROC) curves of the patients were constructed on the basis of risk factors determined through multivariate logistic regression analysis. Results indicated that aneurysm size (area under ROC curve (AUC) 0.619, sensitivity 94.7%, specificity 17.1%, P = 0.049), Evans index (AUC 0.670, sensitivity 96.4%, specificity 26.8%, P = 0.004), and number of stents (AUC 0.639, sensitivity 44.6%, specificity 90.2%, P < 0.001) effectively predicted the occurrence of microischemia. The incidence of cognitive dysfunction was higher in the microischemic group than in the control group (P < 0.05), and a greater number of microischemic foci was associated with a higher incidence of cognitive dysfunction. The proportion of microschemia foci in the thalamus and basal ganglia in patients with cognitive dysfunction (60.87%) was significantly higher than that in patients without cognitive dysfunction (34.55%) (P < 0.05). CONCLUSION Aneurysm size, Evans index > 0.3, and the quantity of stents were independent risk factors for the occurrence of ultra-long-term microischemia after aneurysm embolization and provided good predictive performance. Cognitive dysfunction was closely associated with microischemia, with its severity increasing with an increase in the number of ischemic foci.
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Affiliation(s)
- Yi Song
- Department of Neurosurgery, The Second Affiliated Hospital of Chongqing Medical University, No. 74, Linjiang Road, Yuzhong District, Chongqing, 400010, China
| | - Jianxin Zhou
- Department of Neurosurgery, Chongqing University Three Gorges Hospital, No. 165 Xincheng Road, Wanzhou District, Chongqing, 404000, China
| | - Yun Tan
- Department of Neurosurgery, Chongqing University Three Gorges Hospital, No. 165 Xincheng Road, Wanzhou District, Chongqing, 404000, China
| | - Yao Wu
- Department of Neurosurgery, Chongqing University Three Gorges Hospital, No. 165 Xincheng Road, Wanzhou District, Chongqing, 404000, China
| | - Mingdong Liu
- Department of Neurosurgery, Chongqing University Three Gorges Hospital, No. 165 Xincheng Road, Wanzhou District, Chongqing, 404000, China
| | - Yuan Cheng
- Department of Neurosurgery, The Second Affiliated Hospital of Chongqing Medical University, No. 74, Linjiang Road, Yuzhong District, Chongqing, 400010, China.
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2
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Liu Z, Tan Y, Wei Y, Dai D, Zhao R, Li Q, Huang Q, Xu Y, Yang P, Sun J, Liu J, Zuo Q. Textbook Outcomes Among Patients with Aneurysmal Subarachnoid Hemorrhage Following Endovascular Treatment. Neurol Ther 2024; 13:373-387. [PMID: 38263492 PMCID: PMC10951154 DOI: 10.1007/s40120-024-00577-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Accepted: 01/02/2024] [Indexed: 01/25/2024] Open
Abstract
INTRODUCTION The case fatality rate among patients with aneurysmal subarachnoid hemorrhage (aSAH) has decreased progressively, with numerous patients subjected to contemporary paradigms that minimize the use of agonizing therapeutic processes. The concept of the "Textbook Outcome" (TO), a composite outcome that highlights numerous favorable outcomes, was developed in the context of gastrointestinal tumor surgeries and expeditiously extended across diverse surgical spheres. The aim of this study was to explore the factors hindering the achievement of optimal prognoses in postinterventional aSAH patients, employ textbook outcomes, and establish predictive models. METHODS We conducted a retrospective review of data from 1270 aSAH patients who received endovascular treatment between 2012 and 2018. We delineated an exemplary TO within the aSAH domain, characterized by favorable clinical results, minimal complications, and the absence of retreatments. This TO-oriented approach is explained within the manuscript. RESULTS The findings revealed that preoperative intraventricular hemorrhage (IVH), preoperative Hunt and Hess grade (H&H) ≥ 3, World Federation of Neurosurgical Societies (WFNS) grade ≥ 3, the presence of blebs on the aneurysm, aneurysms situated at branching sites, and non-stent-assisted endovascular intervention were the strongest risk factors for not achieving textbook outcomes (non-"Textbook Outcome" [N-TO]). Decision curve analysis and calibration analyses revealed strong concordance between the predictions of the N-TO nomogram model and the actual observations. CONCLUSIONS Treatment Outcomes hold significant practical value in clinical studies of aSAH patients receiving endovascular treatment. The likelihood of N-TOs was predicted by IVH, H&H grade ≥ 3, WFNS grade ≥ 2, presence o f bleb on the aneurysm, and aneurysms located at branching sites.
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Affiliation(s)
- Zisheng Liu
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
- Panvascular Disease Management Center, Wenzhou Central Hospital, Zhejiang, 325000, Wenzhou, China
| | - Yuhao Tan
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Yanpeng Wei
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Dongwei Dai
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Rui Zhao
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Qiang Li
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Qinghai Huang
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Yi Xu
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Pengfei Yang
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China
| | - Jun Sun
- Panvascular Disease Management Center, Wenzhou Central Hospital, Zhejiang, 325000, Wenzhou, China
| | - Jianmin Liu
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China.
| | - Qiao Zuo
- Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, 200433, China.
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3
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Steinman DA, Gounis MJ, Levitt MR. You're so vein, you probably think this model's about you: opportunities and challenges for computational fluid dynamics in cerebral venous disease. J Neurointerv Surg 2023; 15:621-622. [PMID: 37328188 DOI: 10.1136/jnis-2023-020652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/30/2023] [Indexed: 06/18/2023]
Affiliation(s)
- David A Steinman
- Mechanical & Industrial Engineering, University of Toronto, Toronto, Ontario, Canada
| | - Matthew J Gounis
- New England Center for Stroke Research, Department of Radiology, University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA
| | - Michael R Levitt
- Neurological Surgery, University of Washington School of Medicine, Seattle, Washington, USA
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4
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Raghuram A, Galloy A, Nino M, Sanchez S, Hasan D, Raghavan S, Samaniego EA. Comprehensive morphomechanical analysis of brain aneurysms. Acta Neurochir (Wien) 2023; 165:461-470. [PMID: 36595056 DOI: 10.1007/s00701-022-05476-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 12/21/2022] [Indexed: 01/04/2023]
Abstract
OBJECTIVE Brain aneurysms comprise different compartments that undergo unique biological processes. A detailed multimodal analysis incorporating 3D aneurysm wall enhancement (AWE), computational fluid dynamics (CFD), and finite element analysis (FEA) data can provide insights into the aneurysm wall biology. METHODS Unruptured aneurysms were prospectively imaged with 7 T high-resolution MRI (HR-MRI). 3D AWE color maps of the entire aneurysm wall were generated and co-registered with contour plots of morphomechanical parameters derived from CFD and FEA. A multimodal analysis of the entire aneurysm was performed using 3D circumferential AWE (3D-CAWE), wall tension (WT), time-averaged wall shear stress (TAWSS), wall shear stress gradient (WSSG), and oscillatory shear index (OSI). A detailed compartmental analysis of each aneurysm's dome, bleb, and neck was also performed. RESULTS Twenty-six aneurysms were analyzed. 3D-CAWE + aneurysms had higher WT (p = 0.03) and higher TAWSS (p = 0.045) than 3D-CAWE- aneurysms. WT, TAWSS, and WSSG were lower in areas of focal AWE in the aneurysm dome compared to the neck (p = 0.009, p = 0.049, and p = 0.040, respectively), whereas OSI was higher in areas of focal AWE compared to the neck (p = 0.020). When compared to areas of no AWE of the aneurysm sac (AWE = 0.92 vs. 0.49, p = 0.001), blebs exhibited lower WT (1.6 vs. 2.45, p = 0.010), lower TAWSS (2.6 vs. 6.34), lower OSI (0.0007 vs. 0.0010), and lower WSSG (2900 vs. 5306). Fusiform aneurysms had a higher 3D-CAWE and WT than saccular aneurysms (p = 0.046 and p = 0.003, respectively). CONCLUSIONS Areas of focal high AWE in the sac and blebs are associated with low wall tension, low wall shear stress, and low flow conditions (TAWSS and WSSG). Conversely, the neck had average AWE, high wall tension, high wall shear stress, and high flow conditions. The aneurysm dome and the aneurysm neck have different morphomechanical environments, with increased mechanical load at the neck.
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Affiliation(s)
| | - Adam Galloy
- Roy J Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Marco Nino
- Roy J Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | | | - David Hasan
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Suresh Raghavan
- Roy J Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Edgar A Samaniego
- Department of Neurology, University of Iowa, Iowa City, IA, USA. .,Department of Neurosurgery, University of Iowa, Iowa City, IA, USA. .,Department of Radiology, University of Iowa, Iowa City, IA, USA. .,Current Institution, The University of Iowa Hospitals and Clinics, 200 Hawkins Drive, Iowa City, IA, 52246, USA.
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5
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Salimi Ashkezari SF, Mut F, Robertson AM, Cebral JR. Differences Between Ruptured Aneurysms With and Without Blebs: Mechanistic Implications. Cardiovasc Eng Technol 2023; 14:92-103. [PMID: 35819581 PMCID: PMC10029732 DOI: 10.1007/s13239-022-00640-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 07/01/2022] [Indexed: 11/26/2022]
Abstract
PURPOSE Blebs are known risk factors for intracranial aneurysm (IA) rupture. We analyzed differences between IAs that ruptured with blebs and those that ruptured without developing blebs to identify distinguishing characteristics among them and suggest possible mechanistic implications. METHODS Using image-based models, 25 hemodynamic and geometric parameters were compared between ruptured IAs with and without blebs (n = 673), stratified by location. Hemodynamic and geometric differences between bifurcation and sidewall aneurysms and for aneurysms at five locations were also analyzed. RESULTS Ruptured aneurysms harboring blebs were exposed to higher flow conditions than aneurysms that ruptured without developing blebs, and this was consistent across locations. Bifurcation aneurysms were exposed to higher flow conditions than sidewall aneurysms. They had larger maximum wall shear stress (WSS), more concentrated WSS distribution, and larger numbers of critical points than sidewall aneurysms. Additionally, bifurcation aneurysms were larger, more elongated, and had more distorted shapes than sidewall aneurysms. Aneurysm morphology was associated with aneurysm location (p < 0.01). Flow conditions were different between aneurysm locations. CONCLUSION Aneurysms at different locations are likely to develop into varying morphologies and thus be exposed to diverse flow conditions that may predispose them to follow distinct pathways towards rupture with or without bleb development. This could explain the diverse rupture rates and bleb presence in aneurysms at different locations.
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Affiliation(s)
- Seyedeh Fatemeh Salimi Ashkezari
- Department of Bioengineering, Volgenau School of Engineering, George Mason University, 4400 University Drive, Fairfax, VA, 22030, USA.
| | - Fernando Mut
- Department of Bioengineering, Volgenau School of Engineering, George Mason University, 4400 University Drive, Fairfax, VA, 22030, USA
| | - Anne M Robertson
- Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA, USA
| | - Juan R Cebral
- Department of Bioengineering, Volgenau School of Engineering, George Mason University, 4400 University Drive, Fairfax, VA, 22030, USA
- Department of Mechanical Engineering, George Mason University, Fairfax, VA, USA
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Raghuram A, Varon A, Sanchez S, Ishii D, Wu C, Magnotta VA, Hasan DM, Koscik TR, Samaniego EA. Topographical Analysis of Aneurysm Wall Enhancement With 3-Dimensional Mapping. STROKE (HOBOKEN, N.J.) 2022; 2:e000309. [PMID: 36061513 PMCID: PMC9432773 DOI: 10.1161/svin.121.000309] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 02/09/2022] [Indexed: 05/30/2023]
Abstract
BACKGROUND Aneurysm wall enhancement has been identified as a potential biomarker for aneurysm instability. Enhancement has been determined by different approaches on 2D multiplanar views. This study describes a new method to quantify enhancement through 3D heatmaps and histograms. METHODS A custom algorithm was developed using orthogonal probes extending from the aneurysm lumen into the wall to create 3D heatmaps and histograms of wall enhancement on 7T-MRI. Three quantitative metrics for general, specific, and focal wall enhancement were generated from the histograms. RESULTS Thirty-two aneurysms were analyzed and classified based on 3D heatmaps and histograms. Larger aneurysms were more enhancing (Spearman's r=0.472, p=0.006), and had more heterogeneous enhancement (Spearman's r=0.557, p<0.001) than smaller aneurysms. Patterns of enhancement differed between saccular, fusiform, and thrombosed aneurysms. Fusiform aneurysms were larger (p=0.015) and had more heterogenous enhancement compared to saccular aneurysms. Fusiform aneurysms had more areas of focal enhancement (p<0.001) and right skewed histograms (p=0.003). CONCLUSIONS The 3D analysis of aneurysm wall enhancement provides topographic data of the entire aneurysm wall. New metrics developed based on this method showed that large and fusiform aneurysms have heterogenous enhancement.
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Affiliation(s)
- Ashrita Raghuram
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA
| | - Alberto Varon
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA
| | - Sebastian Sanchez
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA
| | - Daizo Ishii
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA
| | - Chaorong Wu
- Institute for Clinical and Translational Science, University of Iowa, Iowa City, IA
| | - Vincent A Magnotta
- Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA
| | - David M Hasan
- Department of Neurosurgery, Duke University, Durham, NC
| | - Timothy R Koscik
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA
| | - Edgar A Samaniego
- Department of Neurology, University of Iowa Carver College of Medicine, Iowa City, IA
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA
- Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA
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7
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Galloy AE, Raghuram A, Nino MA, Varon Miller A, Sabotin R, Osorno-Cruz C, Samaniego EA, Raghavan SML, Hasan D. Analysis of Cerebral Aneurysm Wall Tension and Enhancement Using Finite Element Analysis and High-Resolution Vessel Wall Imaging. Front Neurol 2021; 12:764063. [PMID: 34956050 PMCID: PMC8702555 DOI: 10.3389/fneur.2021.764063] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 11/12/2021] [Indexed: 12/02/2022] Open
Abstract
Biomechanical computational simulation of intracranial aneurysms has become a promising method for predicting features of instability leading to aneurysm growth and rupture. Hemodynamic analysis of aneurysm behavior has helped investigate the complex relationship between features of aneurysm shape, morphology, flow patterns, and the proliferation or degradation of the aneurysm wall. Finite element analysis paired with high-resolution vessel wall imaging can provide more insight into how exactly aneurysm morphology relates to wall behavior, and whether wall enhancement can describe this phenomenon. In a retrospective analysis of 23 unruptured aneurysms, finite element analysis was conducted using an isotropic, homogenous third order polynomial material model. Aneurysm wall enhancement was quantified on 2D multiplanar views, with 14 aneurysms classified as enhancing (CRstalk≥0.6) and nine classified as non-enhancing. Enhancing aneurysms had a significantly higher 95th percentile wall tension (μ = 0.77 N/cm) compared to non-enhancing aneurysms (μ = 0.42 N/cm, p < 0.001). Wall enhancement remained a significant predictor of wall tension while accounting for the effects of aneurysm size (p = 0.046). In a qualitative comparison, low wall tension areas concentrated around aneurysm blebs. Aneurysms with irregular morphologies may show increased areas of low wall tension. The biological implications of finite element analysis in intracranial aneurysms are still unclear but may provide further insights into the complex process of bleb formation and aneurysm rupture.
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Affiliation(s)
- Adam E Galloy
- Roy J. Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, United States
| | - Ashrita Raghuram
- Department of Neurology, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
| | - Marco A Nino
- Roy J. Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, United States
| | - Alberto Varon Miller
- Department of Neurology, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
| | - Ryan Sabotin
- Department of Neurology, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
| | - Carlos Osorno-Cruz
- Department of Neurosurgery, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
| | - Edgar A Samaniego
- Department of Neurology, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States.,Department of Neurosurgery, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States.,Department of Radiology, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
| | - Suresh M L Raghavan
- Roy J. Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, United States
| | - David Hasan
- Department of Neurosurgery, The University of Iowa Hospitals and Clinics, University of Iowa, Iowa City, IA, United States
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8
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Lauric A, Hippelheuser JE, Malek AM. Moments of Intra-Dome Velocity Distribution as Robust Predictors of Rupture Status in Cerebral Aneurysms. World Neurosurg 2021; 158:e334-e343. [PMID: 34740832 DOI: 10.1016/j.wneu.2021.10.178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 10/26/2021] [Accepted: 10/27/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND Wall shear stress (WSS), the spatial gradient of flow velocity at luminal surface, has been employed for aneurysmal hemodynamic analysis, but it is sensitive to surface irregularities and noise. We devised a volumetric approach to evaluate discriminant power of intra-dome flow velocity distribution and modal analysis in rupture status determination compared with previously described WSS analysis. METHODS Catheter three-dimensional rotational angiographic datasets matched for volume were segmented in 20 sidewall aneurysms (10 ruptured), computational fluid dynamics simulations were performed, and velocity distributions were extracted from mesh-independent isometric sampling followed by moment analysis (mean, variance, skewness, and kurtosis). Univariate and multivariate analysis was used to evaluate discriminant performance of velocity moments. Sensitivity of velocity moments and WSS was evaluated to bleb presence and surface irregularity using digital bleb removal and surface noise addition. RESULTS Velocity moments of ruptured aneurysms showed higher skewness (2.45 ± 0.57 vs. 1.36 ± 0.82, P = 0.003) and kurtosis (11.83 ± 4.77 vs. 6.05 ± 4.65, P = 0.01) with lower mean (0.019 ± 0.01 vs. 0.038 ± 0.02, P = 0.03) compared with unruptured lesions; in multivariate modeling, skewness alone emerged as best predictor (area under the curve = 0.88). Bleb removal increased low WSS by 548%, and surface noise decreased it by 85.8% while having a smaller (<7%) effect on velocity skewness and kurtosis. CONCLUSIONS High aneurysm dome flow velocity skewness and kurtosis suggest an exponential distribution in ruptured lesions, with high peaks at low velocities, consistent with areas of slow flow. In contrast to WSS-based techniques, this approach is robust against surface variations, with promising improved rupture status discriminant performance that requires further validation in expanded future studies.
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Affiliation(s)
- Alexandra Lauric
- Cerebrovascular Hemodynamics Laboratory, Department of Neurosurgery, Tufts Medical Center and Tufts University School of Medicine, Boston, Massachusetts, USA
| | - James E Hippelheuser
- Cerebrovascular Hemodynamics Laboratory, Department of Neurosurgery, Tufts Medical Center and Tufts University School of Medicine, Boston, Massachusetts, USA
| | - Adel M Malek
- Cerebrovascular Hemodynamics Laboratory, Department of Neurosurgery, Tufts Medical Center and Tufts University School of Medicine, Boston, Massachusetts, USA.
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9
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Salimi Ashkezari SF, Mut F, Slawski M, Cheng B, Yu AK, White TG, Woo HH, Koch MJ, Amin-Hanjani S, Charbel FT, Rezai Jahromi B, Niemelä M, Koivisto T, Frosen J, Tobe Y, Maiti S, Robertson AM, Cebral JR. Prediction of bleb formation in intracranial aneurysms using machine learning models based on aneurysm hemodynamics, geometry, location, and patient population. J Neurointerv Surg 2021; 14:1002-1007. [PMID: 34686573 PMCID: PMC9023610 DOI: 10.1136/neurintsurg-2021-017976] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 10/08/2021] [Indexed: 11/04/2022]
Abstract
BACKGROUND Bleb presence in intracranial aneurysms (IAs) is a known indication of instability and vulnerability. OBJECTIVE To develop and evaluate predictive models of bleb development in IAs based on hemodynamics, geometry, anatomical location, and patient population. METHODS Cross-sectional data (one time point) of 2395 IAs were used for training bleb formation models using machine learning (random forest, support vector machine, logistic regression, k-nearest neighbor, and bagging). Aneurysm hemodynamics and geometry were characterized using image-based computational fluid dynamics. A separate dataset with 266 aneurysms was used for model evaluation. Model performance was quantified by the area under the receiving operating characteristic curve (AUC), true positive rate (TPR), false positive rate (FPR), precision, and balanced accuracy. RESULTS The final model retained 18 variables, including hemodynamic, geometrical, location, multiplicity, and morphology parameters, and patient population. Generally, strong and concentrated inflow jets, high speed, complex and unstable flow patterns, and concentrated, oscillatory, and heterogeneous wall shear stress patterns together with larger, more elongated, and more distorted shapes were associated with bleb formation. The best performance on the validation set was achieved by the random forest model (AUC=0.82, TPR=91%, FPR=36%, misclassification error=27%). CONCLUSIONS Based on the premise that aneurysm characteristics prior to bleb formation resemble those derived from vascular reconstructions with their blebs virtually removed, machine learning models can identify aneurysms prone to bleb development with good accuracy. Pending further validation with longitudinal data, these models may prove valuable for assessing the propensity of IAs to progress to vulnerable states and potentially rupturing.
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Affiliation(s)
| | - Fernando Mut
- Department of Bioengineering, George Mason University, Fairfax, Virginia, USA
| | - Martin Slawski
- Department of Statistics, George Mason University, Fairfax, Virginia, USA
| | - Boyle Cheng
- Department of Neurosurgery, Allegheny General Hospital, Pittsburgh, Pennsylvania, USA
| | - Alexander K Yu
- Department of Neurosurgery, Allegheny General Hospital, Pittsburgh, Pennsylvania, USA
| | - Tim G White
- Department of Neurosurgery, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, New York, USA
| | - Henry H Woo
- Department of Neurosurgery, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, New York, USA
| | - Matthew J Koch
- Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Sepideh Amin-Hanjani
- Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Fady T Charbel
- Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Behnam Rezai Jahromi
- Neurosurgery Research Group, Biomedicum Helsinki, University of Helsinki, Helsinki, Uusimaa, Finland
| | - Mika Niemelä
- Department of Neurosurgery, Töölö Hospital, University of Helsinki, Helsinki, Finland
| | - Timo Koivisto
- Department of Neurosurgery, Kuopio University Hospital, Kuopio, Pohjois-Savo, Finland
| | - Juhana Frosen
- Department of Neurosurgery, Tampere University Hospital, Tampere, Finland.,Hemorrhagic Brain Pathology Research Group, NeuroCenter, Kuopio University Hospital, Kuopio, Pohjois-Savo, Finland
| | - Yasutaka Tobe
- Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.,Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Spandan Maiti
- Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Anne M Robertson
- Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.,Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Juan R Cebral
- Department of Bioengineering, George Mason University, Fairfax, Virginia, USA.,Department of Mechanical Engineering, George Mason University, Fairfax, Virginia, USA
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10
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Raghuram A, Varon A, Roa JA, Ishii D, Lu Y, Raghavan ML, Wu C, Magnotta VA, Hasan DM, Koscik TR, Samaniego EA. Semiautomated 3D mapping of aneurysmal wall enhancement with 7T-MRI. Sci Rep 2021; 11:18344. [PMID: 34526579 PMCID: PMC8443635 DOI: 10.1038/s41598-021-97727-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 08/26/2021] [Indexed: 02/08/2023] Open
Abstract
Aneurysm wall enhancement (AWE) after the administration of contrast gadolinium is a potential biomarker of unstable intracranial aneurysms. While most studies determine AWE subjectively, this study comprehensively quantified AWE in 3D imaging using a semi-automated method. Thirty patients with 33 unruptured intracranial aneurysms prospectively underwent high-resolution imaging with 7T-MRI. The signal intensity (SI) of the aneurysm wall was mapped and normalized to the pituitary stalk (PS) and corpus callosum (CC). The CC proved to be a more reliable normalizing structure in detecting contrast enhancement (p < 0.0001). 3D-heatmaps and histogram analysis of AWE were used to generate the following metrics: specific aneurysm wall enhancement (SAWE), general aneurysm wall enhancement (GAWE) and focal aneurysm wall enhancement (FAWE). GAWE was more accurate in detecting known morphological determinants of aneurysm instability such as size ≥ 7 mm (p = 0.049), size ratio (p = 0.01) and aspect ratio (p = 0.002). SAWE and FAWE were aneurysm specific metrics used to characterize enhancement patterns within the aneurysm wall and the distribution of enhancement along the aneurysm. Blebs were easily identified on 3D-heatmaps and were more enhancing than aneurysm sacs (p = 0.0017). 3D-AWE mapping may be a powerful objective tool in characterizing different biological processes of the aneurysm wall.
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Affiliation(s)
- Ashrita Raghuram
- Department of Neurology, University of Iowa Carver College of Medicine, 200 Hawkins Drive, Iowa City, IA, 52246, USA
| | - Alberto Varon
- Department of Neurology, University of Iowa Carver College of Medicine, 200 Hawkins Drive, Iowa City, IA, 52246, USA
| | - Jorge A Roa
- Department of Neurology, University of Iowa Carver College of Medicine, 200 Hawkins Drive, Iowa City, IA, 52246, USA.,Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Daizo Ishii
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Yongjun Lu
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Madhavan L Raghavan
- Roy J Carver Department of Biomedical Engineering, University of Iowa, Iowa City, IA, USA
| | - Chaorong Wu
- Institute for Clinical and Translational Science, University of Iowa, Iowa City, IA, USA
| | - Vincent A Magnotta
- Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - David M Hasan
- Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Timothy R Koscik
- Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA
| | - Edgar A Samaniego
- Department of Neurology, University of Iowa Carver College of Medicine, 200 Hawkins Drive, Iowa City, IA, 52246, USA. .,Department of Neurosurgery, University of Iowa Carver College of Medicine, Iowa City, IA, USA. .,Department of Radiology, University of Iowa Carver College of Medicine, Iowa City, IA, USA.
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11
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Glue, Onyx, Squid or PHIL? Liquid Embolic Agents for the Embolization of Cerebral Arteriovenous Malformations and Dural Arteriovenous Fistulas. Clin Neuroradiol 2021; 32:25-38. [PMID: 34324005 PMCID: PMC8894162 DOI: 10.1007/s00062-021-01066-6] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 07/01/2021] [Indexed: 12/29/2022]
Abstract
Background Endovascular embolization is an effective treatment option for cerebral arteriovenous malformations (AVMs) and dural arteriovenous fistulas (DAVFs). A variety of liquid embolic agents have been and are currently used for embolization of AVMs and DAVFs. Knowledge of the special properties of the agent which is used is crucial for an effective and safe embolization procedure. Material and Methods This article describes the properties and indications of the liquid embolic agents which are currently available: cyanoacrylates (also called glues), and the copolymers Onyx, Squid and PHIL, as well as their respective subtypes. Results Cyanoacrylates were the predominantly used agents in the 1980s and 1990s. They are currently still used in specific situations, for example for the occlusion of macro-shunts, for the pressure cooker technique or in cases in which microcatheters are used that are not compatible with dimethyl-sulfoxide. The first broadly used copolymer-based embolic agent Onyx benefits from a large amount of available experience and data, which demonstrated its safety and efficacy in the treatment of cerebral vascular malformations, while its drawbacks include temporary loss of visibility during longer injections and artifacts in cross-sectional imaging. The more recently introduced agents Squid and PHIL aim to overcome these shortcomings and to improve the success rate of endovascular embolization. Novelties of these newer agents with potential advantages include extra-low viscosity versions, more stable visibility, and a lower degree of imaging artifacts. Conclusion All the available liquid embolic agents feature specific potential advantages and disadvantages over each other. The choice of the most appropriate embolic agent must be made based on the specific material characteristics of the agent, related to the specific anatomical characteristics of the target pathology.
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12
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The association between hemodynamics and wall characteristics in human intracranial aneurysms: a review. Neurosurg Rev 2021; 45:49-61. [PMID: 33913050 DOI: 10.1007/s10143-021-01554-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 04/02/2021] [Accepted: 04/20/2021] [Indexed: 12/28/2022]
Abstract
Hemodynamics plays a key role in the natural history of intracranial aneurysms (IAs). However, studies exploring the association between aneurysmal hemodynamics and the biological and mechanical characteristics of the IA wall in humans are sparse. In this review, we survey the current body of literature, summarize the studies' methodologies and findings, and assess the degree of consensus among them. We used PubMed to perform a systematic review of studies that explored the association between hemodynamics and human IA wall features using different sources. We identified 28 publications characterizing aneurysmal flow and the IA wall: 4 using resected tissues, 17 using intraoperative images, and 7 using vessel wall magnetic resonance imaging (MRI). Based on correlation to IA tissue, higher flow conditions, such as high wall shear stress (WSS) with complex pattern and elevated pressure, were associated with degenerated walls and collagens with unphysiological orientation and faster synthesis. MRI studies strongly supported that low flow, characterized by low WSS and high blood residence time, was associated with thicker walls and post-contrast enhancement. While significant discrepancies were found among those utilized intraoperative images, they generally supported that thicker walls coexist at regions with prolonged residence time and that thinner regions are mainly exposed to higher pressure with complex WSS patterns. The current body of literature supports a theory of two general hemodynamic-biologic mechanisms for IA development. One, where low flow conditions are associated with thickening and atherosclerotic-like remodeling, and the other where high and impinging flow conditions are related to wall degeneration, thinning, and collagen remodeling.
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13
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Wang Y, Cheng M, Liu S, Xie G, Liu L, Wu X, Malhotra A, Mossa-Basha M, Zhu C. Shape related features of intracranial aneurysm are associated with rupture status in a large Chinese cohort. J Neurointerv Surg 2021; 14:252-256. [PMID: 33883209 DOI: 10.1136/neurintsurg-2021-017452] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 03/31/2021] [Accepted: 04/03/2021] [Indexed: 01/10/2023]
Abstract
BACKGROUND To investigate the prevalence of small ruptured saccular intracranial aneurysms (sIA) in a Chinese cohort and to identify factors associated with rupture status of sIAs. METHODS Consecutive patients with confirmed sIAs by DSA from January 2015 to July 2019 were included. Demographic and aneurysmal features, including maximal diameter, location, irregularity (lobulated or with blebs), and aspect ratio (AR, defined as height divided by neck width) were recorded and analyzed. Mixed effect logistic regression was used in multivariate analysis. RESULTS We analyzed 1514 sIAs in a Chinese cohort of 1216 patients, including 651 ruptured and 863 unruptured sIAs. Median aneurysm size was 5.7 mm for ruptured aneurysms, with 66.1% <7 mm in maximal diameter, and 40.2% measuring <5 mm. The median PHASES score of ruptured sIAs was 5. In multivariate analysis, male sex, hypertension, locations other than the internal carotid artery, irregularity (lobulated or with blebs), and higher AR were independently associated with rupture status (OR for irregularity, 2.88, 95% CI 2.20 to 3.77, p<0.001; OR for AR, 1.12, 95% CI 1.01 to 1.24, p=0.036). However, maximal diameter was not significantly associated with rupture status (p=0.72). CONCLUSIONS In this cohort, ruptured sIAs were frequently smaller than 7 mm. Shape related features, such as irregularity and higher AR, were associated with the ruptured status of sIAs, irrespective of diameter. PHASES seems to be inadequate in sIA risk stratification. Shape related parameters may be further investigated in prospective studies.
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Affiliation(s)
- Yuting Wang
- Department of Radiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Meixiong Cheng
- Department of Neurosurgery, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Sijie Liu
- Department of Radiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Guanglan Xie
- Department of Radiology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Ling Liu
- Department of Neurosurgery, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiao Wu
- Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, California, USA
| | - Ajay Malhotra
- Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Mahmud Mossa-Basha
- Department of Radiology, University of Washington School of Medicine, Seattle, Washington, USA
| | - Chengcheng Zhu
- Department of Radiology, University of Washington School of Medicine, Seattle, Washington, USA
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14
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Levitt MR, Aliseda A, Fiorella D, Sadasivan C. One way to get there. J Neurointerv Surg 2021; 13:401-402. [PMID: 33785640 DOI: 10.1136/neurintsurg-2021-017559] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/22/2021] [Indexed: 11/03/2022]
Affiliation(s)
- Michael R Levitt
- Neurological Surgery, Radiology, Mechanical Engineering, and Stroke & Applied Neuroscience Center, University of Washington, Seattle, Washington, USA
| | - Alberto Aliseda
- Mechanical Engineering, Neurological Surgery, and Stroke & Applied Neuroscience Center, University of Washington, Seattle, Washington, USA
| | - David Fiorella
- Department of Neurosurgery, Stony Brook University, Stony Brook, New York, USA
| | - Chander Sadasivan
- Department of Neurosurgery, Stony Brook University, Stony Brook, New York, USA
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15
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Sabotin RP, Varon A, Roa JA, Raghuram A, Ishii D, Nino M, Galloy AE, Patel D, Raghavan ML, Hasan D, Samaniego EA. Insights into the pathogenesis of cerebral fusiform aneurysms: high-resolution MRI and computational analysis. J Neurointerv Surg 2021; 13:1180-1186. [PMID: 33632878 DOI: 10.1136/neurintsurg-2020-017243] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 01/26/2021] [Accepted: 01/29/2021] [Indexed: 11/04/2022]
Abstract
BACKGROUND Intracranial fusiform aneurysms are complex and poorly characterized vascular lesions. High-resolution magnetic resonance imaging (HR-MRI) and computational morphological analysis may be used to characterize cerebral fusiform aneurysms. OBJECTIVE To use advanced imaging and computational analysis to understand the unique pathophysiology, and determine possible underlying mechanisms of instability of cerebral fusiform aneurysms. METHODS Patients with unruptured intracranial aneurysms prospectively underwent imaging with 3T HR-MRI at diagnosis. Aneurysmal wall enhancement was objectively quantified using signal intensity after normalization of the contrast ratio (CR) with the pituitary stalk. Enhancement between saccular and fusiform aneurysms was compared, as well as enhancement characteristics of fusiform aneurysms. The presence of microhemorrhages in fusiform aneurysms was determined with quantitative susceptibility mapping (QSM). Three distinct types of fusiform aneurysms were analyzed with computational fluid dynamics (CFD) and finite element analysis (FEA). RESULTS A total of 130 patients with 160 aneurysms underwent HR-MRI. 136 aneurysms were saccular and 24 were fusiform. Fusiform aneurysms had a significantly higher CR and diameter than saccular aneurysms. Enhancing fusiform aneurysms exhibited more enhancement of reference vessels than non-enhancing fusiform aneurysms. Ten fusiform aneurysms underwent QSM analysis, and five aneurysms showed microhemorrhages. Microhemorrhage-positive aneurysms had a larger volume, diameter, and greater enhancement than aneurysms without microhemorrhage. Three types of fusiform aneurysms exhibited different CFD and FEA patterns. CONCLUSION Fusiform aneurysms exhibited more contrast enhancement than saccular aneurysms. Enhancing fusiform aneurysms had larger volume and diameter, more enhancement of reference vessels, and more often exhibited microhemorrhage than non-enhancing aneurysms. CFD and FEA suggest that various pathophysiological processes determine the formation and growth of fusiform aneurysms.
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Affiliation(s)
- Ryan Phillip Sabotin
- Department of Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Alberto Varon
- Department of Neurology, The University of Iowa, Iowa City, Iowa, USA
| | - Jorge A Roa
- Department of Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Ashrita Raghuram
- Department of Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Daizo Ishii
- Department of Neurosurgery, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Marco Nino
- Roy J Carver Department of Biomedical Engineering, The University of Iowa, Iowa City, Iowa, USA
| | - Adam E Galloy
- Roy J Carver Department of Biomedical Engineering, The University of Iowa, Iowa City, Iowa, USA
| | - Devanshee Patel
- Department of Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Madhavan L Raghavan
- Roy J Carver Department of Biomedical Engineering, The University of Iowa, Iowa City, Iowa, USA
| | - David Hasan
- Department of Neurosurgery, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Edgar A Samaniego
- Department of Neurology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA .,Department of Neurosurgery, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA.,Department of Radiology, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
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