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Long H, Che W, Yang C, Liao Y, Wu J, Chen C, Wang X, Wen J. Identification of Key Risk Factors for Rupture in Small Intracranial Aneurysms: A Multicenter Study. World Neurosurg 2025; 194:123552. [PMID: 39653080 DOI: 10.1016/j.wneu.2024.12.011] [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: 09/18/2024] [Revised: 12/03/2024] [Accepted: 12/04/2024] [Indexed: 01/12/2025]
Abstract
BACKGROUND Predicting rupture risk in small intracranial aneurysms (IAs) < 5 mm is crucial for guiding clinical decisions. This study aims to identify key clinical and morphological risk factors associated with rupture in small IAs, providing better insight for decision-making. METHODS A retrospective analysis was performed on patients with small IAs from one center, with external validation data from another center. Logistic regression identified significant risk factors for aneurysm rupture, which were incorporated into a predictive model. The model's performance was evaluated using the area under the receiver operating characteristic curve, calibration plots, and the Hosmer-Lemeshow goodness-of-fit test. Clinical utility was assessed via decision curve analysis. RESULTS The training cohort consisted of 226 patients (ruptured, n = 181; unruptured, n = 92), while 136 patients (ruptured, n = 100; unruptured, n = 59) were used for external validation. Significant risk factors included hypertension, smoking, anterior communicating artery aneurysms, daughter sacs, aspect ratio, and size ratio. The model demonstrated strong predictive ability with area under the curves of 0.969 and 0.967 in the training and validation cohorts, respectively. Calibration plots indicated a good agreement between predicted and observed rupture risks, while decision curve analysis highlighted the model's clinical relevance. CONCLUSION This study identifies and validates critical risk factors associated with small IA rupture and presents a clinically useful, high-accuracy predictive model to aid in individualized patient management.
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Affiliation(s)
- Haoxian Long
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Wenqiang Che
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China; Department of Neurosurgery, Guangdong Cardiovascular Institute, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, P.R. China
| | - Chenyou Yang
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Yonglong Liao
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jiamin Wu
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Chuan Chen
- Department of Neurosurgery, The Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Xiangyu Wang
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jun Wen
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China.
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Kim JE, Xu R, Jackson CM, Caplan JM, Gonzalez LF, Huang J, Tamargo RJ. Open Microsurgical Versus Endovascular Management of Unruptured and Ruptured Brain Aneurysms. Oper Neurosurg (Hagerstown) 2024:01787389-990000000-01425. [PMID: 39584832 DOI: 10.1227/ons.0000000000001448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 09/24/2024] [Indexed: 11/26/2024] Open
Abstract
Open microsurgical and endovascular techniques are the 2 primary strategies for treating intracranial aneurysms. Microsurgical clipping and adjuvant technical maneuvers are well-established techniques with a track record for high occlusion rates and durable repairs. Endovascular, endosaccular, and extrasaccular therapies are associated with lower peri-procedural morbidity but with generally higher rates of retreatment. We discuss key clinical and anatomic considerations in treatment decision-making and compare the risks and benefits of microsurgical vs endovascular treatment within each context.
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Affiliation(s)
- Jennifer E Kim
- Department of Neurosurgery, Ohio State University, Columbus, Ohio, USA
| | - Risheng Xu
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Christopher M Jackson
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Justin M Caplan
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - L Fernando Gonzalez
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Judy Huang
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Rafael J Tamargo
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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3
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Padmanaban V, Harbaugh T, Zhu J, Zhou S, Ansari SA, Howington JU, Sahlein DH, Tejada JG, Wilkinson DA, Simon SD, Cockroft KM, Church EW. Safety and Efficacy of Tiny (≤3 mm) Unruptured Middle Cerebral Artery Aneurysm Treatment: An Analysis of the NeuroVascular Quality Initiative-Quality Outcomes Database Cerebral Aneurysm Registry. Neurosurgery 2024:00006123-990000000-01451. [PMID: 39570023 DOI: 10.1227/neu.0000000000003283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Accepted: 09/23/2024] [Indexed: 11/22/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Improved imaging modalities have led to an increased detection of intracranial aneurysms, many of which are small. There is uncertainty in the appropriate management of tiny aneurysms. The objective of this study was to use a large, multi-institutional NeuroVascular Quality Initiative-Quality Outcomes Database (NVQI-QOD) to assess the frequency, safety, and efficacy of treatment of tiny, unruptured middle cerebral artery (MCA) aneurysms. METHODS The NeuroVascular Quality Initiative-Quality Outcomes Database registry was queried for patients with tiny unruptured MCA aneurysms who underwent treatment. Tiny size was defined as an aneurysm with a maximum dimension of ≤3 mm. Demographics, aneurysm characteristics, and treatment safety were queried. Outcomes included modified Rankin Score (mRS) at discharge and the last follow-up as well as aneurysm occlusion status at discharge. RESULTS Of 674 treated, unruptured MCA aneurysms, 57 (8.5%) were tiny. The mean aneurysm width was 2.2 mm, and the mean patient age was 55.9 years. Most aneurysms were treated with microsurgery (61.4%, 35/57). The overall intraoperative complication rate was 5.3% (3/57), and the postoperative complication rate was 10.5% (6/57). 10.5% (6/57) of patients were discharged to rehabilitation. At discharge, 42 (87.5%) of the treated aneurysms had complete occlusion. In the subgroup of patients with recorded follow-up data, 48.3% (14/29) had a mRS of 0 at discharge and 46.9% (15/32) had an mRS of 0 at the last follow-up (median follow-up 166 days). CONCLUSION Treatment of tiny, unruptured MCA aneurysms is efficacious but may have a high rate of complications. Physicians should be cautious when deciding to treat tiny, unruptured MCA aneurysms.
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Affiliation(s)
- Varun Padmanaban
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
| | - Thaddeus Harbaugh
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
| | - Junjia Zhu
- Department of Public Health Sciences, Penn State Health, Hershey, Pennsylvania, USA
| | - Shouhao Zhou
- Department of Public Health Sciences, Penn State Health, Hershey, Pennsylvania, USA
| | - Sameer A Ansari
- Department of Radiology, Northwestern Medicine, Chicago, Illinois, USA
| | - Jay U Howington
- Department of Neurosurgery, Neurosurgical & Spine Institute of Savannah, Savannah, Georgia, USA
| | - Daniel H Sahlein
- Neuro-Interventional Radiology, Goodman Campbell Brain and Spine, Indianapolis, Indiana, USA
| | - Juan G Tejada
- Department of Radiology, Indiana University, Indianapolis, Indiana, USA
| | - D Andrew Wilkinson
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
| | - Scott D Simon
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
| | - Kevin M Cockroft
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
- Department of Public Health Sciences, Penn State Health, Hershey, Pennsylvania, USA
- Department of Radiology, Penn State Health, Hershey, Pennsylvania, USA
| | - Ephraim W Church
- Department of Neurosurgery, Penn State Health, Hershey, Pennsylvania, USA
- Department of Radiology, Northwestern Medicine, Chicago, Illinois, USA
- Department of Neurology, Penn State Health, Hershey, Pennsylvania, USA
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4
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Zarrin DA, Campos JK, Meyer BM, Himstead AS, Laghari F, Collard de Beaufort JC, Golshani K, Beaty NB, Bender MT, Colby GP, Coon AL. Flow diversion of cerebral aneurysms in Type I osteogenesis imperfecta: A case report of the first two treatments in humans. SAGE Open Med Case Rep 2024; 12:2050313X241274243. [PMID: 39185069 PMCID: PMC11344899 DOI: 10.1177/2050313x241274243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 07/09/2024] [Indexed: 08/27/2024] Open
Abstract
Osteogenesis imperfecta (OI) predisposes individuals to easy bone fracture, vessel fragility, and platelet dysfunction. We report the first known case of neurointerventional treatment with flow diversion of intracranial aneurysms in a patient with OI. A 62 year-old female with known OI Type I, history of >40 lifetime bone fractures and hypertension, underwent workup for transient ischemic attacks revealing a 4-mm right A1 segment aneurysm in 2016. Perioperative dual antiplatelet therapy was aspirin 81 mg and clopidogrel 37.5 mg daily. Tri-axial access was utilized to deploy a 3.5 × 16-mm Pipeline Flex device without complication. Two-month follow-up revealed Raymond I (O'Kelly Marotta I) obliteration of the aneurysm. Five-year follow-up revealed a de novo left-sided 3-mm A1-A2 junction aneurysm. A 4 × 12-mm Surpass Evolve was placed without complication. Six-month follow-up revealed Raymond I (O'Kelly Marotta I) obliteration of the second aneurysm. The patient remained asymptomatic at all follow-up visits.
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Affiliation(s)
- David A Zarrin
- David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, USA
| | - Jessica K Campos
- Department of Neurological Surgery, University of California Irvine, Orange, CA, USA
| | | | - Alexander S Himstead
- Department of Neurological Surgery, University of California Irvine, Orange, CA, USA
| | - Fahad Laghari
- Carondelet Neurological Institute, St. Joseph’s Hospital, Tucson, AZ, USA
| | | | - Kiarash Golshani
- Department of Neurological Surgery, University of California Irvine, Orange, CA, USA
| | - Narlin B Beaty
- Florida State University, Tallahassee Memorial Hospital, Tallahassee, FL, USA
| | - Matthew T Bender
- Department of Neurosurgery, University of Rochester, Rochester, NY, USA
| | - Geoffrey P Colby
- Department of Neurosurgery, University of California Los Angeles, Los Angeles, CA, USA
| | - Alexander L Coon
- Carondelet Neurological Institute, St. Joseph’s Hospital, Tucson, AZ, USA
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Peng MJ, Zeng L, Liu LL, Wen L, Wang GX. Rupture risk of intracranial aneurysms: Comparison between small ruptured intracranial aneurysms and large unruptured intracranial aneurysms. Medicine (Baltimore) 2024; 103:e38909. [PMID: 38996146 PMCID: PMC11245263 DOI: 10.1097/md.0000000000038909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2024] [Accepted: 06/21/2024] [Indexed: 07/14/2024] Open
Abstract
To compare the differences in clinical and morphological features between small ruptured intracranial aneurysms and large unruptured intracranial aneurysms to evaluate the risk factors for the rupture of IAs. The clinical data of 189 consecutive patients with 193 IAs were reviewed. The patients and IAs were divided into ruptured (<5 mm) and unruptured groups (>10 mm). The characteristics of the patients and the intracranial aneurysms (IAs) were compared between the 2 groups, and the risk factors for rupture of IAs were assessed using multiple logistic regression. Patient age (odds ratio [OR], 0.955), IA located at the internal carotid artery (ICA, OR, 0.202), irregular shape (OR, 0.083) and parent vessel diameter (OR, 0.426) were negatively correlated with the risk of IA rupture. IAs located at bifurcations (OR, 6.766) were positively correlated with the risk of IA rupture. In addition to the size of the IAs, regardless of IAs shape, other factors, such as younger age (<63.5 years), location at a bifurcation, IAs located at the ICA and a small parent vessel diameter (<3.25 mm), can influence the risk of IA rupture.
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Affiliation(s)
- Min-jie Peng
- Department of Pharmacy, Banan Hospital, Chongqing Medical University, Chongqing, China
| | - Lu Zeng
- Department of Radiology, Banan Hospital, Chongqing Medical University, Chongqing, China
| | - Lan-lan Liu
- Department of Radiology, Xinqiao Hospital, Third Military Medical University, Chongqing, China
| | - Li Wen
- Department of Radiology, Xinqiao Hospital, Third Military Medical University, Chongqing, China
| | - Guang-xian Wang
- Department of Radiology, Banan Hospital, Chongqing Medical University, Chongqing, China
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LA Pira B, Picotti V, Zappalà M, Maiola V, Pesce A, Frati A, Santoro A, D'Andrea G. Microsurgical clipping of unruptured intracranial aneurysms by a single surgeon's experience: why should we preserve the neurosurgical skills in our health areas? J Neurosurg Sci 2024; 68:157-163. [PMID: 34342193 DOI: 10.23736/s0390-5616.21.05366-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
BACKGROUND The long-standing comparison between the endovascular and microsurgical treatment is still ongoing. While not any center avails of a neuroendovascular service, and not every aneurysm is suitable for endovascular treatment, the neurovascular technique is slowly disappearing from our territories, whereas in the current literature, the role of the neurosurgical treatment is being re-appreciated. The aim of this paper was to discuss a single surgeon's clinical and radiological results with the microsurgical management of unruptured intracranial aneurysms (UIA). METHODS We retrospectively reviewed the clinical and radiological records of patients treated for UIA, by a single surgeon, in the period ranging between 2015 and 2019. We recorded all the relevant anatomic features of the aneurysm, saliencies of the surgical treatment, such as the need for temporary clipping, intraoperative rupture, or postoperative complications. The results of the clinical and radiological follow-up examinations were recorded either. RESULTS Fifty-eight patient undergoing microsurgical clipping were included, harboring a total of 65 UIAs. CTA with 3D reconstructions was sufficient to reach a reliable preoperative planning in 46 patients (76%). A total of 94% of the cases were unchanged or neurologically unremarkable at follow-up. The presence of postoperative complications was associated to the neck size and predictor of a longer hospitalizations, as well as longer hospitalizations are associated to the patients' age, size of the aneurysms and surgical times. CONCLUSIONS According to our experience, we believe that microsurgical clipping plays a critical role in the management of UIA, also on the ground of the encouraging results of the relevant literature.
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Affiliation(s)
| | | | | | | | | | | | - Antonio Santoro
- Department of Human Neurosciences, Sapienza University, Rome, Italy
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7
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Zhu S, Xu X, Zou R, Lu Z, Yan Y, Li S, Wu Y, Cai J, Li L, Xiang J, Huang Q. Nomograms for assessing the rupture risk of anterior choroid artery aneurysms based on clinical, morphological, and hemodynamic features. Front Neurol 2024; 15:1304270. [PMID: 38390597 PMCID: PMC10882079 DOI: 10.3389/fneur.2024.1304270] [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: 09/29/2023] [Accepted: 01/17/2024] [Indexed: 02/24/2024] Open
Abstract
Background and purpose A notable prevalence of subarachnoid hemorrhage is evident among patients with anterior choroidal artery aneurysms in clinical practice. To evaluate the risk of rupture in unruptured anterior choroidal artery aneurysms, we conducted a comprehensive analysis of risk factors and subsequently developed two nomograms. Methods A total of 120 cases of anterior choroidal artery aneurysms (66 unruptured and 54 ruptured) from 4 medical institutions were assessed utilizing computational fluid dynamics (CFD) and digital subtraction angiography (DSA). The training set, consisting of 98 aneurysms from 3 hospitals, was established, with an additional 22 cases from the fourth hospital forming the external validation set. Statistical differences between the two data sets were thoroughly compared. The significance of 9 clinical baseline characteristics, 11 aneurysm morphology parameters, and 4 hemodynamic parameters concerning aneurysm rupture was evaluated within the training set. Candidate selection for constructing the nomogram models involved regression analysis and variance inflation factors. Discrimination, calibration, and clinical utility of the models in both training and validation sets were assessed using area under curves (AUC), calibration plots, and decision curve analysis (DCA). The DeLong test, net reclassification index (NRI), and integrated discrimination improvement (IDI) were employed to compare the effectiveness of classification across models. Results Two nomogram models were ultimately constructed: model 1, incorporating clinical, morphological, and hemodynamic parameters (C + M + H), and model 2, relying primarily on clinical and morphological parameters (C + M). Multivariate analysis identified smoking, size ratio (SR), normalized wall shear stress (NWSS), and average oscillatory shear index (OSIave) as optimal candidates for model development. In the training set, model 1 (C + M + H) achieved an AUC of 0.795 (95% CI: 0.706 ~ 0.884), demonstrating a sensitivity of 95.6% and a specificity of 54.7%. Model 2 (C + M) had an AUC of 0.706 (95% CI: 0.604 ~ 0.808), with corresponding sensitivity and specificity of 82.4 and 50.3%, respectively. Similarly, AUCs for models 1 and 2 in the external validation set were calculated to be 0.709 and 0.674, respectively. Calibration plots illustrated a consistent correlation between model evaluations and real-world observations in both sets. DCA demonstrated that the model incorporating hemodynamic parameters offered higher clinical benefits. In the training set, NRI (0.224, p = 0.007), IDI (0.585, p = 0.002), and DeLong test (change = 0.089, p = 0.008) were all significant. In the external validation set, NRI, IDI, and DeLong test statistics were 0.624 (p = 0.063), 0.572 (p = 0.044), and 0.035 (p = 0.047), respectively. Conclusion Multidimensional nomograms have the potential to enhance risk assessment and patient-specific treatment of anterior choroidal artery aneurysms. Validated by an external cohort, the model incorporating clinical, morphological, and hemodynamic features may provide improved classification of rupture states.
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Affiliation(s)
- Shijie Zhu
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Xiaolong Xu
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Rong Zou
- ArteryFlow Technology Co., Ltd., Hangzhou, Zhejiang, China
| | - Zhiwen Lu
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Yazhou Yan
- Department of Neurosurgery, 971 Hospital of People's Liberation Army (PLA), Qingdao, China
| | - Siqi Li
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Yina Wu
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Jing Cai
- Department of Neurosurgery, Linyi People's Hospital, Linyi, China
| | - Li Li
- Cerebrovascular Department of Interventional Center, Henan Provincial People's Hospital, Zhengzhou, China
| | - Jianping Xiang
- ArteryFlow Technology Co., Ltd., Hangzhou, Zhejiang, China
| | - Qinghai Huang
- Department of Neurovascular Center, Changhai Hospital, Naval Medical University, Shanghai, China
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Pettersson SD, Salih M, Young M, Shutran M, Taussky P, Ogilvy CS. Predictors for Rupture of Small (<7mm) Intracranial Aneurysms: A Systematic Review and Meta-Analysis. World Neurosurg 2024; 182:184-192.e14. [PMID: 38042294 DOI: 10.1016/j.wneu.2023.11.126] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 11/24/2023] [Accepted: 11/25/2023] [Indexed: 12/04/2023]
Abstract
INTRODUCTION Identifying predictors for rupture of small intracranial aneurysms (sIAs) have become a growing topic in the literature given the relative paucity of data on their natural history. The authors performed a meta-analysis to identify reliable predictors. METHODS PubMed, Scopus, and Web of Science were used to systematically extract references which involved at least 10 IAs <7mm which including a control group experiencing no rupture. All potential predictors reported in the literature were evaluated in the meta-analysis. RESULTS Fifteen studies yielding 4,739 sIAs were included in the meta-analysis. Four studies were prospective and 11 were retrospective. Univariate analysis identified 7 predictors which contradicted or are absent in the current scoring systems, while allowing to perform subgroup analysis for further reliability: patient age (MD -1.97, 95%CI -3.47-0.48; P = 0.01), the size ratio (MD 0.40, 95%CI 0.26-0.53; P < 0.00001), the aspect ratio (MD 0.16, 95%CI 0.11-0.22; P < 0.00001), bifurcation point (OR 3.76, 95%CI 2.41-5.85; P < 0.00001), irregularity (OR 2.95, 95%CI 1.91-4.55; P < 0.00001), the pressure loss coefficient (MD -0.32, 95%CI -0.52-0.11; P = 0.002), wall sheer stress (Pa) (MD -0.16, 95%CI -0.28-0.03; P = 0.01). All morphology related predictors listed above have been confirmed as independent predictors via multivariable analysis among the individual studies. CONCLUSIONS Morphology related predictors are superior to the classic patient demographic predictors present in most scoring systems. Given that morphology predictors take time to measure, our findings may be of great interest to developers seeking to incorporate artificial intelligence into the treatment decision-making process.
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Affiliation(s)
- Samuel D Pettersson
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Mira Salih
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Michael Young
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Max Shutran
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Philipp Taussky
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Christopher S Ogilvy
- Neurosurgical Service, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA.
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Habibi MA, Fakhfouri A, Mirjani MS, Razavi A, Mortezaei A, Soleimani Y, Lotfi S, Arabi S, Heidaresfahani L, Sadeghi S, Minaee P, Eazi S, Rashidi F, Shafizadeh M, Majidi S. Prediction of cerebral aneurysm rupture risk by machine learning algorithms: a systematic review and meta-analysis of 18,670 participants. Neurosurg Rev 2024; 47:34. [PMID: 38183490 DOI: 10.1007/s10143-023-02271-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/08/2023] [Accepted: 12/29/2023] [Indexed: 01/08/2024]
Abstract
It is possible to identify unruptured intracranial aneurysms (UIA) using machine learning (ML) algorithms, which can be a life-saving strategy, especially in high-risk populations. To better understand the importance and effectiveness of ML algorithms in practice, a systematic review and meta-analysis were conducted to predict cerebral aneurysm rupture risk. PubMed, Scopus, Web of Science, and Embase were searched without restrictions until March 20, 2023. Eligibility criteria included studies that used ML approaches in patients with cerebral aneurysms confirmed by DSA, CTA, or MRI. Out of 35 studies included, 33 were cohort, and 11 used digital subtraction angiography (DSA) as their reference imaging modality. Middle cerebral artery (MCA) and anterior cerebral artery (ACA) were the commonest locations of aneurysmal vascular involvement-51% and 40%, respectively. The aneurysm morphology was saccular in 48% of studies. Ten of 37 studies (27%) used deep learning techniques such as CNNs and ANNs. Meta-analysis was performed on 17 studies: sensitivity of 0.83 (95% confidence interval (CI), 0.77-0.88); specificity of 0.83 (95% CI, 0.75-0.88); positive DLR of 4.81 (95% CI, 3.29-7.02) and the negative DLR of 0.20 (95% CI, 0.14-0.29); a diagnostic score of 3.17 (95% CI, 2.55-3.78); odds ratio of 23.69 (95% CI, 12.75-44.01). ML algorithms can effectively predict the risk of rupture in cerebral aneurysms with good levels of accuracy, sensitivity, and specificity. However, further research is needed to enhance their diagnostic performance in predicting the rupture status of IA.
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Affiliation(s)
- Mohammad Amin Habibi
- Department of Neurosurgery, Shariati Hospital, Tehran University of Medical Science, Tehran, Iran.
| | - Amirata Fakhfouri
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Mohammad Sina Mirjani
- Student Research Committee, Faculty of Medicine, Qom University of Medical Sciences, Qom, Iran
| | - Alireza Razavi
- Student Research Committee, School of Medicine, Mazandaran University of Medical Sciences, Sari, Iran
| | - Ali Mortezaei
- Student Research Committee, Gonabad University of Medical Sciences, Gonabad, Iran
| | - Yasna Soleimani
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Sohrab Lotfi
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Shayan Arabi
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Ladan Heidaresfahani
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Sara Sadeghi
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Poriya Minaee
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - SeyedMohammad Eazi
- School of Medicine, Islamic Azad University, Tehran Medical Sciences, Tehran, Iran
| | - Farhang Rashidi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Milad Shafizadeh
- Department of Neurosurgery, Shariati Hospital, Tehran University of Medical Science, Tehran, Iran
| | - Shahram Majidi
- Department of Neurosurgery, Icahn School of Medicine at Mount Sinai, New York, USA
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10
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Abdollahifard S, Farrokhi A, Kheshti F, Jalali M, Mowla A. Application of convolutional network models in detection of intracranial aneurysms: A systematic review and meta-analysis. Interv Neuroradiol 2023; 29:738-747. [PMID: 35549574 PMCID: PMC10680951 DOI: 10.1177/15910199221097475] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 04/11/2022] [Indexed: 11/15/2022] Open
Abstract
INTRODUCTION Intracranial aneurysms have a high prevalence in human population. It also has a heavy burden of disease and high mortality rate in the case of rupture. Convolutional neural network(CNN) is a type of deep learning architecture which has been proven powerful to detect intracranial aneurysms. METHODS Four databases were searched using artificial intelligence, intracranial aneurysms, and synonyms to find eligible studies. Articles which had applied CNN for detection of intracranial aneurisms were included in this review. Sensitivity and specificity of the models and human readers regarding modality, size, and location of aneurysms were sought to be extracted. Random model was the preferred model for analyses using CMA 2 to determine pooled sensitivity and specificity. RESULTS Overall, 20 studies were used in this review. Deep learning models could detect intracranial aneurysms with a sensitivity of 90/6% (CI: 87/2-93/2%) and specificity of 94/6% (CI: 0/914-0/966). CTA was the most sensitive modality (92.0%(CI:85/2-95/8%)). Overall sensitivity of the models for aneurysms more than 3 mm was above 98% (98%-100%) and 74.6 for aneurysms less than 3 mm. With the aid of AI, the clinicians' sensitivity increased to 12/8% and interrater agreement to 0/193. CONCLUSION CNN models had an acceptable sensitivity for detection of intracranial aneurysms, surpassing human readers in some fields. The logical approach for application of deep learning models would be its use as a highly capable assistant. In essence, deep learning models are a groundbreaking technology that can assist clinicians and allow them to diagnose intracranial aneurysms more accurately.
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Affiliation(s)
- Saeed Abdollahifard
- Research center for neuromodulation and pain, Shiraz, Iran
- Student research committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Amirmohammad Farrokhi
- Research center for neuromodulation and pain, Shiraz, Iran
- Student research committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Fatemeh Kheshti
- Research center for neuromodulation and pain, Shiraz, Iran
- Student research committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mahtab Jalali
- Research center for neuromodulation and pain, Shiraz, Iran
- Student research committee, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Ashkan Mowla
- Division of Stroke and Endovascular Neurosurgery, Department of Neurological Surgery, Keck School of Medicine, University of Southern California (USC), Los Angeles, CA, USA
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11
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Malik K, Alam F, Santamaria J, Krishnamurthy M, Malik G. Toward Grading Subarachnoid Hemorrhage Risk Prediction: A Machine Learning-Based Aneurysm Rupture Score. World Neurosurg 2023; 172:e19-e38. [PMID: 36410705 DOI: 10.1016/j.wneu.2022.11.065] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Revised: 11/13/2022] [Accepted: 11/14/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Existing approaches neither provide an accurate prediction of subarachnoid hemorrhage (SAH) nor offer a quantitative comparison among a group of its risk factors. To evaluate the population, hypertension, age, size, earlier subarachnoid hemorrhage, and location (PHASES) and unruptured intracranial aneurysm treatment score (UIATS) scores and develop an Artificial Intelligence-based 5-year and lifetime aneurysmal rupture criticality prediction (ARCP) score for a set of risk factors. METHODS We design various location-specific and ensemble learning models to develop lifetime rupture risk, employ the longitudinal data to develop a linear regression-based model to predict an aneurysm's growth score, and use the Apriori algorithm to identify risk factors strongly associated with SAH. We develop ARCP by integrating output of Apriori algorithm and ML models and compare with PHASES and UIATS scores along with the scores of a multidisciplinary team of neurosurgeons. RESULTS The PHASES and UIATS scores show sensitivities of 22% and 35% and specificities of 76% and 79%, respectively. Location-specific models show precision and recall of 93% and 90% for the middle cerebral artery, 83% and 80% for the anterior communicating artery, and 80% and 80% for the supraclinoid internal carotid artery, respectively. The ensemble method shows both precision and recall of 80%. The validation of the models shows that ARCP performs better than our control group of neurosurgeons. Data-driven knowledge produces comparisons among 61 risk factor combinations, 11 ranked minor, 8 moderate, and 41 severe, and 1 of which is a critical factor. CONCLUSIONS The PHASES and UIATS are weak predictors, and the ARCP score can identify, and grade, risk factors associated with SAH.
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Affiliation(s)
- Khalid Malik
- Department of Computer Science & Engineering, School of Engineering and Computer Science, Oakland University, Rochester, Michigan, USA
| | - Fakhare Alam
- Department of Computer Science & Engineering, School of Engineering and Computer Science, Oakland University, Rochester, Michigan, USA
| | - Jeremy Santamaria
- Oakland University, William Beaumont School of Medicine, Rochester, Michigan, USA
| | - Madan Krishnamurthy
- Department of Computer Science & Engineering, School of Engineering and Computer Science, Oakland University, Rochester, Michigan, USA
| | - Ghaus Malik
- Department of Neurosurgery, Henry Ford Hospital, Detroit, Michigan, USA.
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12
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Roethlisberger M, Aghlmandi S, Rychen J, Chiappini A, Zumofen DW, Bawarjan S, Stienen MN, Fung C, D'Alonzo D, Maldaner N, Steinsiepe VK, Corniola MV, Goldberg J, Cianfoni A, Robert T, Maduri R, Saliou G, Starnoni D, Weber J, Seule MA, Gralla J, Bervini D, Kulcsar Z, Burkhardt JK, Bozinov O, Remonda L, Marbacher S, Lövblad KO, Psychogios M, Bucher HC, Mariani L, Bijlenga P, Blackham KA, Guzman R. Impact of Very Small Aneurysm Size and Anterior Communicating Segment Location on Outcome after Aneurysmal Subarachnoid Hemorrhage. Neurosurgery 2023; 92:370-381. [PMID: 36469672 DOI: 10.1227/neu.0000000000002212] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 08/31/2022] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Very small anterior communicating artery aneurysms (vsACoA) of <5 mm in size are detected in a considerable number of patients with aneurysmal subarachnoid hemorrhage (aSAH). Single-center studies report that vsACoA harbor particular risks when treated. OBJECTIVE To assess the clinical and radiological outcome(s) of patients with aSAH diagnosed with vsACoA after aneurysm treatment and at discharge. METHODS Information on n = 1868 patients was collected in the Swiss Subarachnoid Hemorrhage Outcome Study registry between 2009 and 2014. The presence of a new focal neurological deficit at discharge, functional status (modified Rankin scale), mortality rates, and procedural complications (in-hospital rebleeding and presence of a new stroke on computed tomography) was assessed for vsACoA and compared with the results observed for aneurysms in other locations and with diameters of 5 to 25 mm. RESULTS This study analyzed n = 1258 patients with aSAH, n = 439 of which had a documented ruptured ACoA. ACoA location was found in 38% (n = 144/384) of all very small ruptured aneurysms. A higher in-hospital bleeding rate was found in vsACoA compared with non-ACoA locations (2.8 vs 2.1%), especially when endovascularly treated (2.1% vs 0.5%). In multivariate analysis, aneurysm size of 5 to 25 mm, and not ACoA location, was an independent risk factor for a new focal neurological deficit and a higher modified Rankin scale at discharge. Neither very small aneurysm size nor ACoA location was associated with higher mortality rates at discharge or the occurrence of a peri-interventional stroke. CONCLUSION Very small ruptured ACoA have a higher in-hospital rebleeding rate but are not associated with worse morbidity or mortality.
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Affiliation(s)
- Michel Roethlisberger
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Soheila Aghlmandi
- Basel Institute for Clinical Epidemiology and Biostatistics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Jonathan Rychen
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Alessio Chiappini
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Daniel W Zumofen
- Department of Neurological Surgery, Maimonides Medical Center, New York, USA
| | - Schatlo Bawarjan
- Department of Neurosurgery, University Hospital of Göttingen, Göttingen, Germany
| | - Martin N Stienen
- Department of Neurosurgery and Department of Neuroradiology, University Hospital of Zurich, Zurich, Switzerland.,Departments of Neurosurgery and Neuroradiology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Christian Fung
- Department of Neurosurgery, University Hospital of Freiburg, Freiburg Germany.,Departments of Neurosurgery and Neuroradiology, University Hospital of Bern, Bern Switzerland
| | - Donato D'Alonzo
- Departments of Neurosurgery and Neuroradiology, Kantonsspital Aarau, Aarau, Switzerland
| | - Nicolai Maldaner
- Department of Neurosurgery and Department of Neuroradiology, University Hospital of Zurich, Zurich, Switzerland
| | - Valentin K Steinsiepe
- Departments of Neurosurgery and Neuroradiology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Marco V Corniola
- Departments of Neurosurgery and Neuroradiology, University Hospital of Geneva, Geneva Switzerland
| | - Johannes Goldberg
- Departments of Neurosurgery and Neuroradiology, University Hospital of Bern, Bern Switzerland
| | - Alessandro Cianfoni
- Departments of Neurosurgery and Neuroradiology, Neurocenter of Southern Switzerland, Ospedale regionale, Lugano, Switzerland
| | - Thomas Robert
- Departments of Neurosurgery and Neuroradiology, Neurocenter of Southern Switzerland, Ospedale regionale, Lugano, Switzerland
| | - Rodolfo Maduri
- Clinique de Genolier, Swiss Medical Network, Genolier, Switzerland
| | - Guillaume Saliou
- Departments of Neurosurgery and Neuroradiology, University Hospital of Lausanne, Switzerland
| | - Daniele Starnoni
- Departments of Neurosurgery and Neuroradiology, University Hospital of Lausanne, Switzerland
| | - Johannes Weber
- Departments of Neurosurgery and Neuroradiology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Martin A Seule
- Departments of Neurosurgery and Neuroradiology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Jan Gralla
- Departments of Neurosurgery and Neuroradiology, University Hospital of Bern, Bern Switzerland
| | - David Bervini
- Departments of Neurosurgery and Neuroradiology, University Hospital of Bern, Bern Switzerland
| | - Zsolt Kulcsar
- Department of Neurosurgery and Department of Neuroradiology, University Hospital of Zurich, Zurich, Switzerland
| | - Jan-Karl Burkhardt
- Department of Neurosurgery, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Oliver Bozinov
- Department of Neurosurgery and Department of Neuroradiology, University Hospital of Zurich, Zurich, Switzerland.,Departments of Neurosurgery and Neuroradiology, Kantonsspital St. Gallen, St. Gallen, Switzerland
| | - Luca Remonda
- Departments of Neurosurgery and Neuroradiology, Kantonsspital Aarau, Aarau, Switzerland
| | - Serge Marbacher
- Departments of Neurosurgery and Neuroradiology, Kantonsspital Aarau, Aarau, Switzerland
| | - Karl-Olof Lövblad
- Departments of Neurosurgery and Neuroradiology, University Hospital of Geneva, Geneva Switzerland
| | - Marios Psychogios
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Heiner C Bucher
- Basel Institute for Clinical Epidemiology and Biostatistics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Luigi Mariani
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Philippe Bijlenga
- Departments of Neurosurgery and Neuroradiology, University Hospital of Geneva, Geneva Switzerland
| | - Kristine A Blackham
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
| | - Raphael Guzman
- Departments of Neurosurgery and Interventional Neuroradiology, University Hospital Basel, University of Basel, Basel, Switzerland
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13
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Jindal G, Almardawi R, Gupta R, Colby GP, Schirmer CM, Satti SR, Pukenas B, Hui FK, Caplan J, Miller T, Cherian J, Aldrich F, Kibria G, Simard JM. Target Ultra and Nano coils in the endovascular treatment of small intracranial aneurysms (ULTRA Registry). J Neurosurg 2023; 138:233-240. [PMID: 35901755 DOI: 10.3171/2022.5.jns2296] [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: 01/28/2022] [Accepted: 05/04/2022] [Indexed: 01/04/2023]
Abstract
OBJECTIVE The ULTRA Registry is a national multicenter prospective study designed to assess aneurysm occlusion rates and safety profiles of the Target Ultra and Nano coils in the treatment of small intracranial aneurysms (IAs). METHODS Patients with small (≤ 5 mm) ruptured and unruptured IAs were treated exclusively with Target Ultra and Nano coils. The primary endpoints were the initial rate of complete or near-complete aneurysm occlusion, aneurysm recurrence, and need for retreatment. Secondary endpoints were device- and procedure-related adverse events, hemorrhage from the coiled aneurysm at any time during follow-up, and clinical outcomes. RESULTS The ULTRA Registry included 100 patients with a mean ± SD age of 56 ± 11.6 years, of whom 75 were women and 48 presented after aneurysm rupture. The mean aneurysm size was (3.5 ± 0.9) × (2.8 ± 0.9) × (3.0 ± 1.0) mm, and the mean packing density was 34.4% ± 16.7%. Posttreatment complete or near-complete occlusion reported by an independent imaging core laboratory was seen in 92% of patients at baseline and in 87%, 87%, and 83% of patients at first, second, and final follow-up, respectively. At first, second, and final follow-up, 10%, 11%, and 15%, respectively, of patients were deemed to require retreatment. There were three procedural-related ischemic strokes and one intracranial hemorrhage from wire perforation of a parent artery not involved by the aneurysm. There were no coil-related adverse events, including no intraoperative aneurysm ruptures and no known aneurysm ruptures after coiling. CONCLUSIONS This assessment of aneurysm occlusion rates and safety profiles in ULTRA Registry study participants demonstrates excellent safety and efficacy profiles for Target Ultra and Nano coils in the treatment of small IAs.
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Affiliation(s)
- Gaurav Jindal
- 1Department of Radiology, Division of Interventional Neuroradiology, University of Maryland Medical Center, Baltimore, Maryland
| | - Ranyah Almardawi
- 1Department of Radiology, Division of Interventional Neuroradiology, University of Maryland Medical Center, Baltimore, Maryland
| | - Rishi Gupta
- 2Department of Neurosurgery, Wellstar Health System, Marietta, Georgia
| | - Geoffrey P Colby
- 3Department of Neurosurgery, University of California, Los Angeles, California
| | - Clemens M Schirmer
- 4Department of Neurosurgery, Geisinger Health System, Danville, Pennsylvania
| | - Sudhakar R Satti
- 5Department of Neurointerventional Surgery, Christiana Care Medical Center, Newark, Delaware
| | - Bryan Pukenas
- 6Department of Radiology, Division of Interventional Neuroradiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Ferdinand K Hui
- 7Department of Radiology, Division of Interventional Neuroradiology, and
| | - Justin Caplan
- 8Department of Neurosurgery, Johns Hopkins Hospital, Baltimore
| | - Timothy Miller
- 1Department of Radiology, Division of Interventional Neuroradiology, University of Maryland Medical Center, Baltimore, Maryland
| | - Jacob Cherian
- 9Department of Neurosurgery, University of Maryland Medical Center, Baltimore; and
| | - Francois Aldrich
- 9Department of Neurosurgery, University of Maryland Medical Center, Baltimore; and
| | - Gulam Kibria
- 10Department of International Health, Johns Hopkins School of Public Health, Baltimore, Maryland
| | - J Marc Simard
- 9Department of Neurosurgery, University of Maryland Medical Center, Baltimore; and
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14
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Shu Z, Chen S, Wang W, Qiu Y, Yu Y, Lyu N, Wang C. Machine Learning Algorithms for Rupture Risk Assessment of Intracranial Aneurysms: A Diagnostic Meta-Analysis. World Neurosurg 2022; 165:e137-e147. [PMID: 35690311 DOI: 10.1016/j.wneu.2022.05.117] [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: 03/31/2022] [Revised: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 01/10/2023]
Abstract
OBJECTIVE Several machine learning algorithms have been increasingly applied to predict the rupture risk of intracranial aneurysms. We performed the present diagnostic meta-analysis to comprehensively evaluate the diagnostic value of machine learning algorithms for assessing the rupture risk of intracranial aneurysms. METHODS We systematically searched 3 electronic databases, including Medline (via PubMed), the Cochrane Register of Controlled Trials (via Ovid), and Embase (via Elsevier), to retrieve eligible studies from the databases' inception through March 2021. The latest update was performed in June 2021. StataMP, version 14, was used to estimate all pooled diagnostic values. RESULTS A total of 4 studies involving 6 reports were considered to meet the inclusion criteria. Our diagnostic meta-analysis generated the following pooled diagnostic values: sensitivity, 0.84 (95% confidence interval [CI], 0.75-0.90); specificity, 0.78 (95% CI, 0.68-0.85); positive likelihood ratio, 3.8 (95% CI, 2.4-5.9); negative likelihood ratio, 0.21 (95% CI, 0.12-0.35), diagnostic odd ratio, 18 (95% CI, 7-46), and area under the summary receiver operating characteristic curve, 0.88 (95% CI, 0.85-0.90). CONCLUSIONS Our findings have demonstrated that the diagnostic performance of machine learning algorithms for the rupture risk assessment of AIs is excellent. Considering that the negative effects resulted from the limited number of eligible studies, we suggest developing more well-designed studies with larger sample sizes to validate our findings.
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Affiliation(s)
- Zhang Shu
- Department of Neurosurgery, The First People's Hospital of Taicang, Taicang, China
| | - Song Chen
- Department of Neurosurgery, The First People's Hospital of Taicang, Taicang, China
| | - Wei Wang
- Department of Neurosurgery, The First People's Hospital of Taicang, Taicang, China
| | - Yufa Qiu
- Department of Neurosurgery, The First People's Hospital of Taicang, Taicang, China
| | - Ying Yu
- Department of Neurosurgery, Changhai Hospital of Shanghai, Shanghai, China
| | - Nan Lyu
- Department of Neurosurgery, Changhai Hospital of Shanghai, Shanghai, China
| | - Chi Wang
- Department of Neurosurgery, The First People's Hospital of Taicang, Taicang, China.
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15
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Xiong W, Chen T, Li J, Xiang L, Zhang C, Xiang L, Li Y, Chu D, Wu Y, Jie Q, Qiu R, Xu Z, Zou J, Fan H, Zhao Z. Interpretable machine learning model to predict rupture of small intracranial aneurysms and facilitate clinical decision. Neurol Sci 2022; 43:6371-6379. [DOI: 10.1007/s10072-022-06351-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 08/13/2022] [Indexed: 10/15/2022]
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16
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Ujiie H, Iwata Y. Solitonic Windkessel Model for Intracranial Aneurism. Brain Sci 2022; 12:brainsci12081016. [PMID: 36009080 PMCID: PMC9405599 DOI: 10.3390/brainsci12081016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Revised: 06/05/2022] [Accepted: 06/08/2022] [Indexed: 11/16/2022] Open
Abstract
The Windkessel model, which is known as a successful model for explaining the hemodynamic circulation, is a mathematical model with a direct correspondence with the electric circuit. We propose a theoretical model for the intracranial aneurysm based on the Windkessel-type steady blood flow. Intracranial aneurysms are well known vascular lesions, which cause subarachnoid hemorrhages. Since an aneurysm is an end-sack formed on the blood vessel, it functions as an unusual blood path that has characteristic features such as a reservoir and bottle neck orifice. We simulate an aneurysm by an electric circuit consisting of three different impedances, resistance, capacitance and inductance. A dumbbell-shaped aneurysm is the most dangerous aneurysm to easily rupture. Our aneurysmal model is created as a two-story aneurysm model for this point, thus namely the five-element Windkessel. Then, the mathematical formula was solved in numerical simulations by changing the size of the aneurysm and the elasticity of the aneurysm wall. An analysis of this model provided that the presence of the daughter aneurysm and the thinning of the aneurysm wall are positively correlated with a sharp increase in blood pressure in the aneurysm dome. Our mathematic aneurysm model proposes a good analogue to the real aneurysm and proved that this model includes soliton that is a non-decreasing wave propagation.
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Affiliation(s)
- Hiroshi Ujiie
- Department of Neurosurgery, Kamagaya General Hospital, Chiba 273-0121, Japan;
- Ujiie Neurosurgical and Medical Clinic, Chiyoda-ku, Tokyo 102-0094, Japan
| | - Yoritaka Iwata
- Faculty of Chemistry, Materials and Bioengineering, Kansai University, Osaka 564-8680, Japan
- Correspondence:
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17
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Naamansen AB, Larsen CC, Johannsson B, Munthe S, Nielsen TH. Small ruptured intracranial aneurysms are overrepresented at the anterior and posterior communicating artery: Results of a multiple regression analysis. Surg Neurol Int 2022; 13:288. [PMID: 35855129 PMCID: PMC9282757 DOI: 10.25259/sni_1119_2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 06/14/2022] [Indexed: 11/07/2022] Open
Abstract
Background: Anterior communicating artery (AcomA) represents the most common location for ruptured intracranial aneurysms (rIAs). Approximately 50% of all rIAs are smaller than 7 mm, but factors that lead to rupture are multifactorial. The study investigates whether AcomA location represents an independent risk factor for small size at time of rupture (<7 mm) in a cohort of aneurysmal subarachnoid hemorrhage (aSAH) when controlling for known risk factors. Methods: The aSAH cohort was retrospectively searched from our institution charts. The cohort was dichotomized into small aneurysms (<7 mm) or large aneurysms (≥7 mm). Risk factors for rupture were identified according to the unruptured intracranial aneurysm treatment score (UIATS). These were sex, age, location, smoking, hypertension, alcohol abuse, aneurysm morphology, multiplicity, previous SAH, and family history. With size as independent variable, a multiple regression analysis was performed including UIATS risk factors. Results: One-hundred and seventy-six patients were included in the study. About 49.4% of the aneurysms were <7 mm. Multiple regression analysis demonstrated that aneurysms located at AcomA and posterior communicating artery (PcomA) was significantly more frequent smaller than 7 mm, compared to middle cerebral artery (P = 0.006), internal carotid artery (other than PcomA) (P = 0.013), and posterior circulation (P = 0.017), when controlling for risk factors. Conclusion: Ruptured AcomA and PcomA aneurysms are more frequent smaller than 7 mm compared to other locations. Patients with unruptured UIA at either AcomA or PcomA may be at increased risk of rupture even if the size of the aneurysm is small. Further studies are needed to confirm this finding.
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Affiliation(s)
| | | | | | - Sune Munthe
- Department of Neurosurgery, Odense University Hospital, Odense,
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18
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Ikegami M, Kamide T, Ooigawa H, Take Y, Teranishi A, Suzuki K, Kohyama S, Kurita H. Clinical features of ruptured very small intracranial aneurysms (< 3 mm) in patients with subarachnoid hemorrhage. World Neurosurg 2022; 164:e1087-e1093. [DOI: 10.1016/j.wneu.2022.05.108] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 05/21/2022] [Accepted: 05/23/2022] [Indexed: 11/26/2022]
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19
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Chung CY, Peterson RB, Howard BM, Zygmont ME. Imaging Intracranial Aneurysms in the Endovascular Era: Surveillance and Posttreatment Follow-up. Radiographics 2022; 42:789-805. [PMID: 35333634 DOI: 10.1148/rg.210131] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
While most intracranial aneurysms (IAs) remain asymptomatic over a patient's lifetime, those that rupture can cause devastating outcomes. The increased usage and quality of neuroimaging has increased detection of unruptured IAs and driven an increase in surveillance and treatment of these lesions. Standard practice is to treat incidentally discovered unruptured IAs that confer high rupture risk as well as ruptured IAs to prevent rehemorrhage. IAs are increasingly treated with coil embolization instead of microsurgical clipping; more recently, flow diversion and intrasaccular flow disruption have further expanded the versatility and utility of endovascular IA treatment. Imaging is increasingly used for posttreatment IA follow-up in the endovascular era. While cerebral angiography remains the standard for IA characterization and treatment planning, advances in CT and CT angiography and MR angiography have improved the diagnostic accuracy of noninvasive imaging for initial diagnosis and surveillance. IA features including size, dome-to-neck ratio, location, and orientation allow rupture risk stratification and determination of optimal treatment strategy and timing. The radiologist should be familiar with the imaging appearance of common IA treatment devices and the expected imaging findings following treatment. In distinction to clipping and coil embolization, flow diversion and intrasaccular flow disruption induce progressive aneurysm obliteration over months to years. Careful assessment of the device; the treated IA; adjacent brain, bone, meninges; and involved extracranial and intracranial vasculature is crucial at posttreatment follow-up imaging to confirm aneurysm obliteration and identify short-term and long-term posttreatment complications. An invited commentary by Chatterjee is available online. Online supplemental material and the slide presentation from the RSNA Annual Meeting are available for this article. ©RSNA, 2022.
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Affiliation(s)
- Charlotte Y Chung
- From the Departments of Radiology and Imaging Sciences (C.Y.C., R.B.P., B.M.H., M.E.Z.) and Neurosurgery (B.M.H.), Emory University School of Medicine, Atlanta, Ga
| | - Ryan B Peterson
- From the Departments of Radiology and Imaging Sciences (C.Y.C., R.B.P., B.M.H., M.E.Z.) and Neurosurgery (B.M.H.), Emory University School of Medicine, Atlanta, Ga
| | - Brian M Howard
- From the Departments of Radiology and Imaging Sciences (C.Y.C., R.B.P., B.M.H., M.E.Z.) and Neurosurgery (B.M.H.), Emory University School of Medicine, Atlanta, Ga
| | - Matthew E Zygmont
- From the Departments of Radiology and Imaging Sciences (C.Y.C., R.B.P., B.M.H., M.E.Z.) and Neurosurgery (B.M.H.), Emory University School of Medicine, Atlanta, Ga
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20
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Pantel T, Drexler R, Göttsche J, Piffko A, Westphal M, Regelsberger J, Dührsen L. Single-Center Experience Using a 3D4K Digital Operating Scope System for Aneurysm Surgery. Oper Neurosurg (Hagerstown) 2022; 22:433-439. [PMID: 35383707 DOI: 10.1227/ons.0000000000000150] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Accepted: 12/15/2021] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND In recent years, 3D4K exoscope systems (EXs) have been introduced to microneurosurgery and reported to be an alternative to conventional operating microscopes (OMs). This study reviews our single-center experience using an 3D4K EX in intracranial aneurysm surgery. OBJECTIVE To investigate the applicability of a novel 3D4K EX for intracranial aneurysm surgery. METHODS A retrospective analysis of patients who underwent microsurgical repair of incidentally or ruptured cerebral aneurysms between August 2018 and August 2020 was performed. Patient and aneurysm characteristics and technical features, including 3-dimensional indocyanine green fluorescence, were evaluated. Data on surgery duration were statically assessed for a time trend and comparability with the OM cohort. RESULTS Overall, we collected 185 aneurysm cases in which the exoscope was used in 44 cases. The mean duration of surgery using the EX was in similar range to those using the OM (165.5 ± 45.8 minutes vs 160.5 ± 39.2 minutes, P > .05). Routine postoperative computed tomography angiography showed comparable rates of complete aneurysm occlusion (95.5% vs 92.2%, P > .05) and postoperative complications (9.1% vs 9.7%, P > .05). There was no necessity to revert to the OM from the EX. Three-dimensional indocyanine green fluorescence was used in all procedures without any malfunction. CONCLUSION The 3D4K EX for vascular microsurgical cases proved to be as useful as the OM. Because of the ease of use and comparable surgical results, the EX has the potential to become an accepted and additional visualization tool in vascular microsurgery next to the OM.
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Affiliation(s)
- Tobias Pantel
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Richard Drexler
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jennifer Göttsche
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Andras Piffko
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Manfred Westphal
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jan Regelsberger
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.,Department of Neurosurgery, DIAKO Clinic Flensburg, Flensburg, Germany
| | - Lasse Dührsen
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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21
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Chandra RV, Maingard J, Slater LA, Cheung NK, Lai LT, Gall SL, Thrift AG, Phan TG. A Meta-Analysis of Rupture Risk for Intracranial Aneurysms 10 mm or Less in Size Selected for Conservative Management Without Repair. Front Neurol 2022; 12:743023. [PMID: 35250788 PMCID: PMC8893017 DOI: 10.3389/fneur.2021.743023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2021] [Accepted: 12/28/2021] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND Small unruptured intracranial aneurysms (UIAs) are considered to have low risk of rupture. The proportion of UIAs measuring 10 mm or less in size that rupture when selected for conservative management without repair is not well known. The aim of this study is to determine the proportion of UIAs that rupture by size threshold from ≤10 to ≤3 mm when selected for management without repair and to determine the level of precision and sources of heterogeneity in the rupture risk estimate. METHODS This study was prospectively registered with the International Prospective Register of Systematic Reviews (PROSPERO) (CRD42019121522). The Ovid MEDLINE, EMBASE, Web of Science Core Collection, and the Cochrane Central Register of Controlled Trials were searched (inception to August 2020). Studies with longitudinal follow-up of patients with UIAs ( ≤10 mm to ≤3 mm) without endovascular or neurosurgical repair were eligible. We included studies, which provided details of aneurysm size and in which UIA rupture was reported as an outcome. The primary outcome of the pooled proportion of UIA rupture during follow-up was synthesized with random-effects meta-analysis; heterogeneity was explored using meta-regression. RESULTS A total of 31 studies that included 13,800 UIAs ≤10 mm in size were eligible for data synthesis. The pooled proportion of ≤10 mm UIAs that ruptured when managed without repair was 1.1% (95% CI 0.8-1.5; I 2 = 52.9%) over 3.7 years. Findings were consistent in sensitivity analyses at all the size stratified thresholds including ≤5 and ≤3 mm; rupture occurred in 1.0% (95% CI 0.8-1.3; I 2 = 0%) of 7,280 ≤5 mm UIAs and 0.8% (95% CI 0.4-1.5; I 2 = 0%) of 1,228 ≤3 mm UIAs managed without repair. In higher quality studies with lower risk of bias, rupture occurred in 1.8% (95% CI 1.5-2.0; I 2 = 0%) over 3.9 years. In meta-regression, aneurysm size, shape, anatomical location, and exposure to prior subarachnoid hemorrhage were not identified as sources of heterogeneity. CONCLUSION For every 1,000 UIAs that are 10 mm or less in size and selected for conservative management without repair, between 8 and 15 UIAs are estimated to rupture over 3.7 years. When stratified by size, these pooled rupture risk estimates are consistent and clinically applicable for ≤5 mm UIAs selected for management without repair. SYSTEMATIC REVIEW REGISTRATION https://www.crd.york.ac.uk/prospero/, identifier: CRD42019121522.
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Affiliation(s)
- Ronil V. Chandra
- NeuroInterventional Radiology, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
- School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
| | - Julian Maingard
- NeuroInterventional Radiology, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
| | - Lee-Anne Slater
- NeuroInterventional Radiology, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
- School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
| | - Nicholas K. Cheung
- NeuroInterventional Radiology, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
| | - Leon T. Lai
- School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
- Department of Neurosurgery, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
| | - Seana L. Gall
- Menzies Institute for Medical Research, University of Tasmania, Hobart, TAS, Australia
- Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
| | - Amanda G. Thrift
- Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
| | - Thanh G. Phan
- Stroke and Ageing Research, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Melbourne, VIC, Australia
- Department of Neurology, Monash Medical Centre, Monash Health, Melbourne, VIC, Australia
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22
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Abstract
PURPOSE OF REVIEW Subarachnoid hemorrhage (SAH) remains an important cause of mortality and long-term morbidity. This article uses a case-based approach to guide readers through the fundamental epidemiology and pathogenesis of SAH, the approach to diagnosis and management, the results of clinical trials and evidence to date, prognostic considerations, controversies, recent developments, and future directions in SAH. RECENT FINDINGS Historically, management of SAH focused on prevention and treatment of subsequent cerebral vasospasm, which was thought to be the primary cause of delayed cerebral ischemia. Clinical and translational studies over the past decade, including several therapeutic phase 3 randomized clinical trials, suggest that the pathophysiology of SAH-associated brain injury is multiphasic and multifactorial beyond large vessel cerebral vasospasm. The quest to reduce SAH-associated brain injury and improve outcomes is shifting away from large vessel cerebral vasospasm to a new paradigm targeting multiple brain injury mechanisms, including early brain injury, delayed cerebral ischemia, microcirculatory dysfunction, spreading cortical depolarization, inflammation, and the brain-body interaction in vascular brain injury with critical illness.Despite multiple negative randomized clinical trials in search of potential therapeutic agents ameliorating the downstream effects after SAH, the overall outcome of SAH has improved over recent decades, likely related to improvements in interventional options for ruptured cerebral aneurysms and in critical care management. Emerging clinical evidence also suggests potential harmful impact of historic empiric treatments for SAH-associated vasospasm, such as prophylactic induction of hypertension, hypervolemia, and hemodilution (triple H therapy).With decreasing mortality, long-term SAH survivorship and efforts to reduce chronic morbidity and to improve quality of life and patient-centered outcome are growing areas of unmet need. Despite existing guidelines, significant variabilities in local and regional practices and in scientific terminologies have historically limited advancement in SAH care and therapeutic development. Large global collaborative efforts developed harmonized SAH common data elements in 2019, and studies are under way to examine how existing variabilities in SAH care impact long-term SAH outcomes. SUMMARY Although the overall incidence and mortality of SAH is decreasing with advances in preventive and acute care, SAH remains a major cause of long-term morbidity in survivors. Significant variabilities in care settings and empiric treatment protocols and inconsistent scientific terminologies have limited advancement in patient care and therapeutic clinical studies. Large consensus efforts are under way to introduce clinical guidelines and common data elements to advance therapeutic approaches and improve patient outcome.
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23
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Edlow J. Diagnosing Subarachnoid Hemorrhage. J Emerg Med 2021; 61:623-624. [PMID: 34518050 DOI: 10.1016/j.jemermed.2021.05.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 05/30/2021] [Indexed: 11/29/2022]
Affiliation(s)
- Jonathan Edlow
- Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, Harvard Medical School, Boston, Massachusetts
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24
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Feghali J, Gami A, Rapaport S, Bender MT, Jackson CM, Caplan JM, McDougall CG, Huang J, Tamargo RJ. Aging Patient Population With Ruptured Aneurysms: Trend Over 28 Years. Neurosurgery 2021; 88:658-665. [PMID: 33370795 DOI: 10.1093/neuros/nyaa494] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 09/09/2020] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Given increasing life expectancy in the United States and worldwide, the proportion of elderly patients affected by aneurysmal subarachnoid hemorrhage (aSAH) would be expected to increase. OBJECTIVE To determine whether an aging trend exists in the population of aSAH patients presenting to our institution over a 28-yr period. METHODS A prospectively maintained database of consecutive patients presenting to our institution with subarachnoid hemorrhage between January 1991 and December 2018 was utilized. The 28-yr period was categorized into 4 successive 7-yr quarter intervals. The age of patients was compared among these intervals, and yearly trends were derived using linear regression. RESULTS The cohort consisted of 1671 ruptured aneurysm patients with a mean age of 52.8 yr (standard deviation = 15.0 yr). Over the progressive 7-yr time intervals during the 28-yr period, there was an approximately 4-fold increase in the proportion of patients aged 80 yr or above (P < .001) and an increase in mean patient age from 51.2 to 54.6 yr (P = .002). Independent of this trend but along the same lines, there was a 29% decrease in the proportion of younger patients (<50 yr) from 49% to 35%. On linear regression, there was 1-yr increase in mean patient age per 5 calendar years (P < .001). CONCLUSION Analyses of aSAH patients demonstrate an increase in patient age over time with a considerable rise in the proportion of octogenarian patients and a decrease in patients younger than 50 yr. This aging phenomenon presents a challenge to the continued improvement in outcomes of aSAH patients.
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Affiliation(s)
- James Feghali
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Abhishek Gami
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Sarah Rapaport
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Matthew T Bender
- Department of Neurosurgery, University of Rochester School of Medicine and Dentistry, Rochester, New York
| | - Christopher M Jackson
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Justin M Caplan
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Cameron G McDougall
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Judy Huang
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Rafael J Tamargo
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
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25
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Batur H, Topcuoglu MA, Balci S, Arsava EM, Arat A. Dual Testing to Achieve Low On-treatment Platelet Reactivity for Aneurysm Embolization. Clin Neuroradiol 2021; 31:1159-1165. [PMID: 33844028 DOI: 10.1007/s00062-021-01011-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Accepted: 03/08/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND AND PURPOSE Although point-of-care tests are used extensively to test platelet function before endovascular aneurysm treatment, their use and validity are still debated. We compared the results of two point-of-care tests (VerifyNow® and Multiplate®) for assessing patients treated with stents and flow diverters and determined their relation to periprocedural complications. METHODS All patients undergoing treatment of intracranial aneurysms were tested using both methods and were retrospectively evaluated. Patients with acute subarachnoid hemorrhage and those who had to be maintained on anticoagulants for unrelated diseases were excluded. An acceptable level of platelet inhibition was required on both tests to commence with treatment, otherwise antiplatelet medication was adjusted to reach this level. RESULTS Mean PRU (platelet reactivity units) and ADP AUC (adenosine diphosphate area under the aggregation curve) were 68 ± 66 and 23 ± 15, respectively, in 295 patients. Both tests showed a good correlation (r = 0.45). Both tests were able to predict hemorrhagic events but not ischemic events. When patients with very low reactivity (PRU < 60) were compared to the rest of the group, there were more hemorrhagic events in the first group but the overall rate of complications were similar (p = 0.27). CONCLUSION In this largest study comparing two widely used commercial platelet function tests, the correlation between the tests were less than ideal; however, the very low platelet reactivity attained by the help of dual platelet testing did not result in an increased overall complication rate.
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Affiliation(s)
- Halitcan Batur
- Department of Radiology, Ministry of Health Ankara City Hospital, Ankara, Turkey
| | | | - Sinan Balci
- Department of Radiology, Hacettepe University Hospitals, Ankara, Turkey
| | - Ethem M Arsava
- Department of Neurology, Hacettepe University Hospitals, Ankara, Turkey
| | - Anil Arat
- Department of Radiology, Hacettepe University Hospitals, Ankara, Turkey.
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Application of unruptured aneurysm scoring systems to a cohort of ruptured aneurysms: are we underestimating rupture risk? Neurosurg Rev 2021; 44:3487-3498. [PMID: 33797630 DOI: 10.1007/s10143-021-01523-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 02/21/2021] [Accepted: 03/09/2021] [Indexed: 10/21/2022]
Abstract
The predictive values of current risk stratification scales such as the Unruptured Intracranial Aneurysm Treatment Score (UIATS) and the PHASES score are debatable. We evaluated these scores using a cohort of ruptured intracranial aneurysms to simulate their management recommendations had the exact same patients presented prior to rupture. A prospectively maintained database of ruptured saccular aneurysm patients presenting to our institution was used. The PHASES score was calculated for 992 consecutive patients presenting between January 2002 and December 2018, and the UIATS was calculated for 266 consecutive patients presenting between January 2013 and December 2018. A shorter period was selected for the UIATS cohort given the larger number of variables required for calculation. Clinical outcomes were compared between UIATS-recommended "observation" aneurysms and all other aneurysms. Out of 992 ruptured aneurysms, 54% had a low PHASES score (≤5). Out of the 266 ruptured aneurysms, UIATS recommendations were as follows: 68 (26%) "observation," 97 (36%) "treatment," and 101 (38%) "non-definitive." The UIATS conservative group of patients developed more SAH-related complications (78% vs. 65%, p=0.043), had a higher rate of non-home discharge (74% vs. 46%, p<0.001), and had a greater incidence of poor functional status (modified Rankin scale >2) after 12-18 months (68% vs. 51%, p=0.014). Current predictive scoring systems for unruptured aneurysms may underestimate future rupture risk and lead to more conservative management strategies in some patients. Patients that would have been recommended for conservative therapy were more likely to have a worse outcome after rupture.
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27
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Shi Z, Chen GZ, Mao L, Li XL, Zhou CS, Xia S, Zhang YX, Zhang B, Hu B, Lu GM, Zhang LJ. Machine Learning-Based Prediction of Small Intracranial Aneurysm Rupture Status Using CTA-Derived Hemodynamics: A Multicenter Study. AJNR Am J Neuroradiol 2021; 42:648-654. [PMID: 33664115 PMCID: PMC8041003 DOI: 10.3174/ajnr.a7034] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 11/09/2020] [Indexed: 01/08/2023]
Abstract
BACKGROUND AND PURPOSE Small intracranial aneurysms are being increasingly detected while the rupture risk is not well-understood. We aimed to develop rupture-risk models of small aneurysms by combining clinical, morphologic, and hemodynamic information based on machine learning techniques and to test the models in external validation datasets. MATERIALS AND METHODS From January 2010 to December 2016, five hundred four consecutive patients with only small aneurysms (<5 mm) detected by CTA and invasive cerebral angiography (or surgery) were retrospectively enrolled and randomly split into training (81%) and internal validation (19%) sets to derive and validate the proposed machine learning models (support vector machine, random forest, logistic regression, and multilayer perceptron). Hemodynamic parameters were obtained using computational fluid dynamics simulation. External validation was performed in other hospitals to test the models. RESULTS The support vector machine performed the best with areas under the curve of 0.88 (95% CI, 0.85-0.92) and 0.91 (95% CI, 0.74-0.98) in the training and internal validation datasets, respectively. Feature ranks suggested hemodynamic parameters, including stable flow pattern, concentrated inflow streams, and a small (<50%) flow-impingement zone, and the oscillatory shear index coefficient of variation, were the best predictors of aneurysm rupture. The support vector machine showed an area under the curve of 0.82 (95% CI, 0.69-0.94) in the external validation dataset, and no significant difference was found for the areas under the curve between internal and external validation datasets (P = .21). CONCLUSIONS This study revealed that machine learning had a good performance in predicting the rupture status of small aneurysms in both internal and external datasets. Aneurysm hemodynamic parameters were regarded as the most important predictors.
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Affiliation(s)
- Z Shi
- From the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - G Z Chen
- Department of Medical Imaging (G.Z.C.), Nanjing First Hospital, Nanjing, Jiangsu, China
| | - L Mao
- Deepwise AI Lab (L.M., X.L.L.), Beijing, China
| | - X L Li
- Deepwise AI Lab (L.M., X.L.L.), Beijing, China
| | - C S Zhou
- From the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - S Xia
- Department of Radiology (S.X.), Tianjin First Central Hospital, Tianjin, China
| | - Y X Zhang
- Laboratory of Image Science and Technology (Y.X.Z.), School of Computer Science and Engineering, Southeast University, Nanjing, China
| | - B Zhang
- Department of Radiology (B.Z.), Taizhou People's Hospital, Taizhou, Jiangsu, China
| | - B Hu
- From the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - G M Lu
- From the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
| | - L J Zhang
- From the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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28
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External Validation of the PHASES Score in Patients with Multiple Intracranial Aneurysms. J Stroke Cerebrovasc Dis 2021; 30:105643. [PMID: 33631473 DOI: 10.1016/j.jstrokecerebrovasdis.2021.105643] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 01/24/2021] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES This study sought to assess whether the Population, Hypertension, Age, Size, Earlier Subarachnoid Hemorrhage, Site (PHASES) score can do risk stratification of patients with multiple aneurysms (MIAs). MATERIAL AND METHODS Patients between January 1, 2016 and January 1, 2019 were recruited retrospectively. The PHASES score was applied to assess the theoretical risk of IA rupture. For patients-level analyses, four modes of the application of the score were used: largest IA PHASES score, highest PHASES score, sum PHASES score, and mean PHASES score. RESULTS A total of 701 patients with 1673 IAs were included in this study. At aneurysm-level analysis, the average PHASES score was 3.0 ± 3.0 points, with 2.8 ± 3.0 points and 4.1 ± 2.9 points in the unruptured and ruptured groups, respectively (p < 0.001). At the patient-level analysis, for the largest IA PHASES score, the areas under the curves (AUC) was 0.572. The discrimination performance of the largest IA PHASES score decreases as IA number increases, with AUCs were 0.597, 0.518, and 0.450 in the 2 IAs, 3 IAs and, 4 or more IAs subgroups, respectively. For highest PHASES score, sum PHASES score, and mean PHASES score, the AUCs were 0.577, 0.599, and 0.619, respectively. CONCLUSIONS In this study, PHASES score only serve as a weak tool in decision-making settings for MIAs patients; as such, more accurate models should be developed for MIAs patients and the cumulative effect of MIA may should be considered.
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29
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Zwarzany Ł, Tyburski E, Poncyljusz W. High-Resolution Vessel Wall Magnetic Resonance Imaging of Small Unruptured Intracranial Aneurysms. J Clin Med 2021; 10:jcm10020225. [PMID: 33435180 PMCID: PMC7827782 DOI: 10.3390/jcm10020225] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 12/28/2020] [Accepted: 01/07/2021] [Indexed: 12/16/2022] Open
Abstract
Background: We decided to investigate whether aneurysm wall enhancement (AWE) on high-resolution vessel wall magnetic resonance imaging (HR VW-MRI) coexists with the conventional risk factors for aneurysm rupture. Methods: We performed HR VW-MRI in 46 patients with 64 unruptured small intracranial aneurysms. Patient demographics and clinical characteristics were recorded. The PHASES score was calculated for each aneurysm. Results: Of the 64 aneurysms, 15 (23.4%) showed wall enhancement on post-contrast HR VW-MRI. Aneurysms with wall enhancement had significantly larger size (p = 0.001), higher dome-to-neck ratio (p = 0.024), and a more irregular shape (p = 0.003) than aneurysms without wall enhancement. The proportion of aneurysms with wall enhancement was significantly higher in older patients (p = 0.011), and those with a history of prior aneurysmal SAH. The mean PHASES score was significantly higher in aneurysms with wall enhancement (p < 0.000). The multivariate logistic regression analysis revealed that aneurysm irregularity and the PHASES score are independently associated with the presence of AWE. Conclusions: Aneurysm wall enhancement on HR VW-MRI coexists with the conventional risk factors for aneurysm rupture.
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Affiliation(s)
- Łukasz Zwarzany
- Department of Diagnostic Imaging and Interventional Radiology, Pomeranian Medical University, Unii Lubelskiej 1, 71-252 Szczecin, Poland;
- Correspondence:
| | - Ernest Tyburski
- Institute of Psychology, SWPS University of Social Sciences and Humanities, Kutrzeby 10, 61-719 Poznań, Poland;
| | - Wojciech Poncyljusz
- Department of Diagnostic Imaging and Interventional Radiology, Pomeranian Medical University, Unii Lubelskiej 1, 71-252 Szczecin, Poland;
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30
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Ohba H, Ikawa F, Hidaka T, Yoshiyama M, Matsuda S, Akiyama Y, Ohkuma H, Yamaguchi S, Inagawa T, Kurisu K. Aging Changes of Aneurysmal Subarachnoid Hemorrhage: A 35-year, Hospital-Based Study. J Stroke Cerebrovasc Dis 2020; 29:105247. [PMID: 33066898 DOI: 10.1016/j.jstrokecerebrovasdis.2020.105247] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Revised: 07/24/2020] [Accepted: 08/07/2020] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND The etiology and background factors which cause decreases in the size of ruptured intracranial aneurysms remain unclear. OBJECTIVE To clarify the age- and sex-related differences in aneurysmal subarachnoid hemorrhage (SAH) based on a 35-year-old hospital database and demographic data. METHODS A database of patients admitted to our hospital with aneurysmal SAH from 1983 to 2017 was split into 5-year intervals and analyzed. Demographic data of the general population were also analyzed for reference. RESULTS Altogether, 1,523 aneurysmal SAH events were enrolled in the analysis. Age (p<0.001), proportion of elderly patients ≥ 65 years old (p<0.001), female sex (p=0.005), very small aneurysms less than 5 mm (p<0.001), and the yearly-averaged number of fatal events showed increasing trends. The proportion of aneurysm size of 10 mm or more (p = 0.011) and the yearly-averaged population of Shimane prefecture (p < 0.001) showed declining trends. In the subgroup analyses, the proportion of very small aneurysms was found to increase significantly in the non-elderly male and elderly female subgroups. The proportion of large aneurysms (10 mm or more) decreased in the non-elderly subgroup (p<0.05). As for the elderly subgroups, the yearly-averaged number of events did not show a significant tendency, although the yearly-averaged population of Shimane prefecture showed an increasing trend. CONCLUSION We found an increasing trend in the prevalence of very small aneurysms in elderly females. Recent aging may contribute to this trend. The number of aneurysmal SAH events was confirmed to not increase, despite the increased aging population of Shimane prefecture.
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Affiliation(s)
- Hideo Ohba
- Department of Neurosurgery, Shimane Prefectural Central Hospital, Izumo, Japan
| | - Fusao Ikawa
- Department of Neurosurgery, Shimane Prefectural Central Hospital, Izumo, Japan.
| | - Toshikazu Hidaka
- Department of Neurosurgery, Shimane Prefectural Central Hospital, Izumo, Japan.
| | | | - Shingo Matsuda
- Department of Neurosurgery, Shimane Prefectural Central Hospital, Izumo, Japan
| | - Yasuhiko Akiyama
- Department of Neurosurgery, Shimane University Faculty of Medicine, Izumo, Japan.
| | - Hiroki Ohkuma
- Department of Neurosurgery, Hirosaki University School of Medicine, Hirosaki, Japan.
| | - Shuhei Yamaguchi
- Hospital Bureau of Shimane Prefecture, Izumo, Japan; Faculty of Medicine, Shimane University, Izumo, Shimane, Japan.
| | - Tetsuji Inagawa
- Department of Neurosurgery, Araki Neurosurgical Hospital, Hiroshima, Japan.
| | - Kaoru Kurisu
- Hiroshima University Graduate School of Biomedical Sciences, Department of Neurosurgery, Hiroshima, Japan.
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Malik KM, Krishnamurthy M, Alam F, Zakaria H, Malik GM. Introducing the Rupture Criticality Index to Compare Risk Factor Combinations Associated With Aneurysmal Rupture. World Neurosurg 2020; 146:e38-e47. [PMID: 33045451 DOI: 10.1016/j.wneu.2020.09.169] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 09/29/2020] [Accepted: 09/30/2020] [Indexed: 01/09/2023]
Abstract
BACKGROUND Relative risk is insufficient to guide treatment decision-making for unruptured intracranial aneurysms. Our objective was to introduce a novel risk assessment methodology called the Rupture Criticality Index (RCI), which allows for concurrent evaluation of groups of risk factors (RFs). METHODS From a retrospective database of saccular aneurysms, we identify 915 patients and delineate 50 potential RFs for aneurysms in 11 unique locations. RF combinations for multivariable analysis were defined by aneurysm size, location, and a third variable from the study design. Data analysis was performed by applying frequency distribution methods to define the RCI of each RF combination. RESULTS RF combinations at greatest risk were small (4.8-8.2 mm) or medium (8.3-14.5 mm) anterior communicating aneurysms (ACoA) in male individuals (RCI 9.87-10), small ACoA in those ≤37 years or 38-55 years (RCI 8.67-8.99), medium basilar tip aneurysms (BTAs) in male individuals (RCI 10), and large (14.6-22.5 mm) BTA in Caucasians or those aged 38-55 years (RCI 9.25, 9.35, respectively). CONCLUSIONS We introduce the concept of RCI and compare how RF combinations are associated with aneurysmal rupture. This novel approach to aneurysmal rupture identifies high-risk clinical presentations and can be used to guide clinical decision-making in patients with non-traditional risks.
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Affiliation(s)
- Khalid Mahmood Malik
- Department of Computer Science & Engineering, Oakland University, Rochester, Michigan, USA
| | - Madan Krishnamurthy
- Department of Computer Science & Engineering, Oakland University, Rochester, Michigan, USA
| | - Fakhare Alam
- Department of Computer Science & Engineering, Oakland University, Rochester, Michigan, USA
| | - Hesham Zakaria
- Department of Neurosurgery, Henry Ford Hospital, Detroit, Michigan, USA
| | - Ghaus M Malik
- Department of Neurosurgery, Henry Ford Hospital, Detroit, Michigan, USA.
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32
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Howard BM, Hu R, Barrow JW, Barrow DL. Comprehensive review of imaging of intracranial aneurysms and angiographically negative subarachnoid hemorrhage. Neurosurg Focus 2020; 47:E20. [PMID: 31786554 DOI: 10.3171/2019.9.focus19653] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Accepted: 09/20/2019] [Indexed: 11/06/2022]
Abstract
Intracranial aneurysms confer the risk of subarachnoid hemorrhage (SAH), a potentially devastating condition, though most aneurysms will remain asymptomatic for the lifetime of the patient. Imaging is critical to all stages of patient care for those who harbor an unruptured intracranial aneurysm (UIA), including to establish the diagnosis, to determine therapeutic options, to undertake surveillance in patients who elect not to undergo treatment or whose aneurysm(s) portends such a low risk that treatment is not indicated, and to perform follow-up after treatment. Neuroimaging is equally as important in patients who suffer an SAH. DSA remains the reference standard for imaging of intracranial aneurysms due to its high spatial and temporal resolution. As noninvasive imaging technology, such as CTA and MRA, improves, the diagnostic accuracy of such tests continues to increasingly approximate that of DSA. In cases of angiographically negative SAH, imaging protocols are necessary not only for diagnosis but also to search for an initially occult vascular lesion, such as a thrombosed, ruptured aneurysm that might be detected in a delayed fashion. Given the crucial role of neuroimaging in all aspects of care for patients with UIAs and SAH, it is incumbent on those who care for these patients, including cerebrovascular neurosurgeons, interventional neurologists and neuroradiologists, and diagnostic radiologists and neurointensivists, to understand the role of imaging in this disease and how individual members of the multispecialty team use imaging to ensure best practices to deliver cutting-edge care to these often complex cases. This review expounds on the role of imaging in the management of UIAs and ruptured intracranial aneurysms and in the workup of angiographically negative subarachnoid hemorrhage.
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Affiliation(s)
- Brian M Howard
- 1Department of Neurosurgery, and.,2Department of Radiology and Imaging Sciences, Division of Interventional Neuroradiology, Emory University School of Medicine, Atlanta; and
| | - Ranliang Hu
- 2Department of Radiology and Imaging Sciences, Division of Interventional Neuroradiology, Emory University School of Medicine, Atlanta; and
| | - Jack W Barrow
- 3Mercer University School of Medicine, Savannah, Georgia
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33
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Heiferman DM, Li D, Serrone JC, Reynolds MR, Germanwala AV, Watridge CB, Arthur AS. Murphey's teat: history and insight into an enigmatic cerebrovascular eponym. J Neurosurg 2020; 133:369-373. [PMID: 31349227 DOI: 10.3171/2019.5.jns19523] [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: 02/24/2019] [Accepted: 05/10/2019] [Indexed: 11/06/2022]
Abstract
Dr. Francis Murphey of the Semmes-Murphey Clinic in Memphis recognized that a focal sacculation on the dome of an aneurysm may be angiographic evidence of a culpable aneurysm in the setting of subarachnoid hemorrhage with multiple intracranial aneurysms present. This has been referred to as a Murphey's "teat," "tit," or "excrescence." With variability in terminology, misspellings in the literature, and the fact that Dr. Murphey did not formally publish this important work, the authors sought to clarify the meaning and investigate the origins of this enigmatic cerebrovascular eponym.
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Affiliation(s)
- Daniel M Heiferman
- 1Department of Neurological Surgery, Stritch School of Medicine, Loyola University Medical Center, Maywood, Illinois
| | - Daphne Li
- 1Department of Neurological Surgery, Stritch School of Medicine, Loyola University Medical Center, Maywood, Illinois
| | - Joseph C Serrone
- 1Department of Neurological Surgery, Stritch School of Medicine, Loyola University Medical Center, Maywood, Illinois
| | - Matthew R Reynolds
- 1Department of Neurological Surgery, Stritch School of Medicine, Loyola University Medical Center, Maywood, Illinois
| | - Anand V Germanwala
- 1Department of Neurological Surgery, Stritch School of Medicine, Loyola University Medical Center, Maywood, Illinois
| | - Clarence B Watridge
- 2Semmes-Murphey Neurologic and Spine Institute, Memphis, Tennessee; and
- 3Department of Neurological Surgery, University of Tennessee Health Sciences Center, Memphis, Tennessee
| | - Adam S Arthur
- 2Semmes-Murphey Neurologic and Spine Institute, Memphis, Tennessee; and
- 3Department of Neurological Surgery, University of Tennessee Health Sciences Center, Memphis, Tennessee
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Small Aneurysms with Low PHASES Scores Account for Most Subarachnoid Hemorrhage Cases. World Neurosurg 2020; 139:e580-e584. [DOI: 10.1016/j.wneu.2020.04.074] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 04/07/2020] [Accepted: 04/09/2020] [Indexed: 11/19/2022]
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35
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Wu TC, Tsui YK, Chen TY, Ko CC, Lin CJ, Chen JH, Lin CP. Discrepancy between two-dimensional and three-dimensional digital subtraction angiography for the planning of endovascular coiling of small cerebral aneurysms <5 mm. Interv Neuroradiol 2020; 26:733-740. [PMID: 32423318 DOI: 10.1177/1591019920925706] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND To investigate the discrepancy between two-dimensional digital subtraction angiography and three-dimensional rotational angiography for small (<5 mm) cerebral aneurysms and the impact on decision making among neuro-interventional experts as evaluated by online questionnaire. MATERIALS AND METHODS Eight small (<5 mm) ruptured aneurysms were visually identified in 16 image sets in either two-dimensional or three-dimensional format for placement in a questionnaire for 11 invited neuro-interventionalists. For each set, two questions were posed: Question 1: "Which of the following is the preferred treatment choice: simple coiling, balloon remodeling or stent assisted coiling?"; Question 2: "Is it achievable to secure the aneurysm with pure simple coiling?" The discrepancies of angio-architecture parameters and treatment choices between two-dimensional-digital subtraction angiography and three-dimensional rotational angiography were evaluated. RESULTS In all eight cases, the neck images via three-dimensional rotational angiography were larger than two-dimensional-digital subtraction angiography with a mean difference of 0.95 mm. All eight cases analyzed with three-dimensional rotational angiography, but only one case with two-dimensional-digital subtraction angiography were classified as wide-neck aneurysms with dome-to-neck ratio < 1.5. The treatment choices based on the two-dimensional or three-dimensional information were different in 56 of 88 (63.6%) paired answers. Simple coiling was the preferred choice in 66 (75%) and 26 (29.6%) answers based on two-dimensional and three-dimensional information, respectively. Three types of angio-architecture with a narrow gap between the aneurysm sidewall and parent artery were proposed as an explanation for neck overestimation with three-dimensional rotational angiography. CONCLUSIONS Aneurysm neck overestimation with three-dimensional rotational angiography predisposed neuro-interventionalists to more complex treatment techniques. Additional two-dimensional information is crucial for endovascular treatment planning for small cerebral aneurysms.
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Affiliation(s)
- Te-Chang Wu
- Department of Medical Imaging, Chi-Mei Medical Center, Tainan.,Department of Biomedical Imaging and Radiological Sciences, National Yang-Ming University, Taipei.,Department of Medical Sciences Industry, Chang Jung Christian University, Tainan
| | - Yu-Kun Tsui
- Department of Medical Imaging, Chi-Mei Medical Center, Tainan
| | - Tai-Yuan Chen
- Department of Medical Imaging, Chi-Mei Medical Center, Tainan.,Graduate Institute of Medical Sciences, Chang Jung Christian University, Tainan
| | - Ching-Chung Ko
- Department of Medical Imaging, Chi-Mei Medical Center, Tainan.,The Center of Humanities and Society, Chia-Nan University of Pharmacy and Science, Tainan
| | - Chien-Jen Lin
- Department of Medical Imaging, Chi-Mei Medical Center, Tainan
| | - Jeon-Hor Chen
- Department of Radiology, E-DA Hospital, E-DA Cancer Hospital, I-Shou University, Kaohsiung.,Center for Functional Onco-Imaging of Radiological Sciences, School of Medicine, University of California, Irvine, CA, USA
| | - Ching-Po Lin
- Department of Biomedical Imaging and Radiological Sciences, National Yang-Ming University, Taipei.,Institute of Neuroscience, School of Life Science, National Yang-Ming University, Taipei
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Campos JK, Cheaney Ii B, Lien BV, Zarrin DA, Vo CD, Colby GP, Lin LM, Coon AL. Advances in endovascular aneurysm management: flow modulation techniques with braided mesh devices. Stroke Vasc Neurol 2020; 5:1-13. [PMID: 32411402 PMCID: PMC7213520 DOI: 10.1136/svn-2020-000347] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2020] [Accepted: 02/28/2020] [Indexed: 02/07/2023] Open
Abstract
Flow diverters and flow disruption technology, alongside nuanced endovascular techniques, have ushered in a new era of treating cerebral aneurysms. Here, we provide an overview of the latest flow modulation devices and highlight their clinical applications and outcomes.
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Affiliation(s)
- Jessica K Campos
- Department of Neurosurgery, University of California Irvine School of Medicine, Orange, California, USA
| | - Barry Cheaney Ii
- Oregon Health and Science University School of Medicine, Portland, Oregon, USA
| | - Brian V Lien
- Department of Neurosurgery, University of California Irvine School of Medicine, Orange, California, USA
| | - David A Zarrin
- Neurosurgery, Johns Hopkins University, Baltimore, Maryland, USA
| | - Chau D Vo
- Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Geoffrey P Colby
- UCLA Neurosurgery, Ronald Reagan UCLA Medical Center, Los Angeles, California, USA
| | - Li-Mei Lin
- Carondelet Neurological Institute, St. Joseph's Hospital, Carondelet Health Network, Tucson, Arizona, United States
| | - Alexander L Coon
- Carondelet Neurological Institute, St. Joseph's Hospital, Carondelet Health Network, Tucson, Arizona, United States
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Zheng J, Sun X, Zhang X. Influence of Age-Related Complications on Clinical Outcome in Patients With Small Ruptured Cerebral Aneurysms. Front Neurol 2020; 11:131. [PMID: 32194496 PMCID: PMC7066075 DOI: 10.3389/fneur.2020.00131] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2019] [Accepted: 02/05/2020] [Indexed: 12/11/2022] Open
Abstract
Background: Small ruptured cerebral aneurysms (≤5 mm) account for the majority of aneurysmal subarachnoid hemorrhages, and its clinical management remains a challenge. The aim of this study was to identify the effect of age-related complications on the outcome of patients with small ruptured aneurysm. Methods: A retrospective review was performed in patients with small ruptured aneurysms who underwent microsurgical clipping or endovascular coiling from September 2012 to December 2018. According to their ages, the patients were divided into the elderly group and the non-elderly group. Baseline characteristics, clinical complications, and outcome of patients were analyzed between the two groups. A multivariate logistic regression analysis was used to determine the risk factors associated with the poor outcome of the elderly patients. Results: In the elderly group, 83 patients were treated with clipping and 50 were treated with coiling. In the non-elderly group, 188 patients were treated with clipping and 117 were treated with coiling. The incidence of neurological complications with neurologic deficit in the elderly group was significantly higher compared with that in the non-elderly group (P = 0.006). The elderly patients had a longer hospital stay (P = 0.032) and a poorer outcome (P = 0.001) compared with the non-elderly patients. A multivariate analysis showed that irregular aneurysms (P = 0.045) and ischemic events (P < 0.001) were independent risk factors associated with poor outcome in the elderly. Conclusions: Neurological complications with neurologic deficit, especially ischemic complications, were clearly more common in the elderly patients. Irregular small aneurysms or postoperative ischemic events should be paid attention as the higher risk of poor outcome in the elderly.
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Affiliation(s)
- Jianfeng Zheng
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiaochuan Sun
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiaodong Zhang
- Department of Neurosurgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Aspirin Monotherapy in Flow Diversion of Selected Internal Carotid Artery Aneurysms. World Neurosurg 2020; 134:580-583. [DOI: 10.1016/j.wneu.2019.06.161] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 06/17/2019] [Accepted: 06/19/2019] [Indexed: 01/17/2023]
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Kim JJ, Cho KC, Jung WS, Suh SH. Endovascular Treatment for Intracranial Aneurysms: A Nationwide Survey in Korea. Neurointervention 2020; 15:18-24. [PMID: 31955548 PMCID: PMC7105091 DOI: 10.5469/neuroint.2019.00157] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Accepted: 12/02/2019] [Indexed: 11/24/2022] Open
Abstract
Purpose In Korea, endovascular treatment (EVT) for intracranial aneurysms (IAs) has increased steadily. We conducted a nationwide survey to evaluate the current status of EVT for IAs and to identify treatment preference in the real world. Materials and Methods A Google online survey was distributed to representative clinicians at hospitals treating IAs, where members of Korean Society of Interventional Neuroradiology (KSIN). The data was collected from October 2017 to December 2017. The responding hospitals were divided into 2 groups (tertiary and non-tertiary hospitals). And variable factors involved in decision making for treatment were evaluated. Results In total, 73 hospitals (tertiary: 37, non-tertiary: 36) responded to the survey. Most hospitals that responded had over 100 cases of diagnostic angiography (93%) and over 50 cases of EVT for IAs (74%) performed in 2016. The proportion of EVT for ruptured aneurysms in non-tertiary hospitals was significantly higher than tertiary hospitals (49% vs. 9%). The proportion of EVT for unruptured aneurysms at non-tertiary hospitals was significantly higher than tertiary hospitals (66% vs. 44%). Most physicians tended to make decision for treatment on location, shape, and size of unruptured IAs and patients’ age, more than the results from previous clinical trials for unruptured IAs. Although EVT was preferred for older patients (age >70) with unruptured IAs (99%), surgical clipping was still considered as the first treatment of choice for younger patients (age 30 to 50 years) at considerable rates (56%). Over two-thirds of respondents preferred surgical clipping for middle cerebral artery aneurysms, while EVT was preferred initially at other locations. Conclusion This nationwide survey showed that EVT is considered as the first treatment modality for IAs and there is a discrepancy between current guidelines and real-world practice for decision making of treatment options.
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Affiliation(s)
- Jung-Jae Kim
- Department of Neurosurgery, Ewha Womans University Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Korea
| | - Kwang-Chun Cho
- Department of Neurosurgery, International St. Mary's Hospital, Catholic Kwandong University College of Medicine, Incheon, Korea
| | - Woo Sang Jung
- Department of Radiology, Ajou University Hospital, Ajou University College of Medicine, Suwon, Korea
| | - Sang Hyun Suh
- Department of Radiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
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Ikawa F, Morita A, Tominari S, Nakayama T, Shiokawa Y, Date I, Nozaki K, Miyamoto S, Kayama T, Arai H. Rupture risk of small unruptured cerebral aneurysms. J Neurosurg 2020; 132:69-78. [PMID: 30684948 DOI: 10.3171/2018.9.jns181736] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Accepted: 09/13/2018] [Indexed: 12/11/2022]
Abstract
OBJECTIVE The annual rupture rate of small (3-4 mm) unruptured cerebral aneurysms (UCAs) is 0.36% per year, however, the proportion of small ruptured aneurysms < 5 mm is 35%. This discrepancy is explained by the hypothesis that most acute subarachnoid hemorrhage (SAH) is from recently formed, unscreened aneurysms, but this hypothesis is without definitive proof. The authors aimed to clarify the actual number of screened, ruptured small aneurysms and risk factors for rupture. METHODS The Unruptured Cerebral Aneurysm Study Japan, a project of the Japan Neurosurgical Society, was designed to clarify the natural course of UCAs. From January 2001 through March 2004, 6697 UCAs among 5720 patients were prospectively registered. At registration, 2839 patients (49.6%) had 3132 (46.8%) small UCAs of 3-4 mm. The registered, treated, and rupture numbers of these small aneurysms and the annual rupture rate were investigated. The rate was assessed per aneurysm. The characteristics of patients and aneurysms were compared to those of larger unruptured aneurysms (≥ 5 mm). Cumulative rates of SAH were estimated per aneurysm. Risk factors underwent univariate and multivariate analysis. RESULTS Treatment and rupture numbers of small UCAs were 1132 (37.1% of all treated aneurysms) and 23 (20.7% of all ruptured aneurysms), respectively. The registered, treated, rupture number, and annual rupture rates were 1658 (24.8%), 495 (16.2%), 11 (9.9%), and 0.30%, respectively, among 3-mm aneurysms, and 1474 (22.0%), 637 (20.9%), 12 (10.8%), and 0.45%, respectively, among 4-mm aneurysms. Multivariate risk-factor analysis revealed that a screening brain checkup (hazard ratio [HR] 4.1, 95% confidence interval [CI] 1.2-14.4), history of SAH (HR 10.8, 95% CI 2.3-51.1), uncontrolled hypertension (HR 5.2, 95% CI 1.8-15.3), and location on the anterior communicating artery (ACoA; HR 5.0, 95% CI 1.6-15.5) were independent predictors of rupture. CONCLUSIONS Although the annual rupture rate of small aneurysms was low, the actual number of ruptures was not low. Small aneurysms that ruptured during follow-up could be detected, screened, and managed based on each risk factor. Possible selection criteria for treating small UCAs include a history of SAH, uncontrolled hypertension, location on the ACoA, and young patients. Further large prospective and longitudinal trials are needed.Clinical trial registration no.: C000000418 (https://www.umin.ac.jp/ctr).
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Affiliation(s)
- Fusao Ikawa
- 1Department of Neurosurgery, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima
| | - Akio Morita
- 2Department of Neurological Surgery, Nippon Medical School, Tokyo
| | - Shinjiro Tominari
- 3Department of Health Informatics, Kyoto University School of Public Health, Kyoto
| | - Takeo Nakayama
- 4Graduate School of Medicine and Faculty of Medicine, Kyoto University, Kyoto
| | - Yoshiaki Shiokawa
- 5Department of Neurosurgery, Kyorin University School of Medicine, Tokyo
| | - Isao Date
- 6Department of Neurological Surgery, Okayama University Graduate School of Medicine, Okayama
| | - Kazuhiko Nozaki
- 7Department of Neurosurgery, Shiga University of Medical Science, Shiga
| | - Susumu Miyamoto
- 8Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto
| | - Takamasa Kayama
- 9Department of Advanced Medicine, Yamagata University School of Medicine, Yamagata; and
| | - Hajime Arai
- 10Department of Neurosurgery, Juntendo University, Tokyo, Japan
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Complex Wide-necked and Lobulated Aneurysm of the Middle Cerebral Artery Bifurcation : Treatment with a pCONUS2 Neck Bridging Device and p48MW Flow Modulation Device. Clin Neuroradiol 2019; 30:633-637. [PMID: 31807809 PMCID: PMC7471178 DOI: 10.1007/s00062-019-00862-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Accepted: 11/18/2019] [Indexed: 10/25/2022]
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42
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Young CC, Bonow RH, Barros G, Mossa-Basha M, Kim LJ, Levitt MR. Magnetic resonance vessel wall imaging in cerebrovascular diseases. Neurosurg Focus 2019; 47:E4. [DOI: 10.3171/2019.9.focus19599] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Cerebrovascular diseases manifest as abnormalities of and disruption to the intracranial vasculature and its capacity to carry blood to the brain. However, the pathogenesis of many cerebrovascular diseases begins in the vessel wall. Traditional luminal and perfusion imaging techniques do not provide adequate information regarding the differentiation, onset, or progression of disease. Intracranial high-resolution MR vessel wall imaging (VWI) has emerged as an invaluable technique for understanding and evaluating cerebrovascular diseases. The location and pattern of contrast enhancement in intracranial VWI provides new insight into the inflammatory etiology of cerebrovascular diseases and has potential to permit earlier diagnosis and treatment. In this report, technical considerations of VWI are discussed and current applications of VWI in vascular malformations, blunt cerebrovascular injury/dissection, and steno-occlusive cerebrovascular vasculopathies are reviewed.
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Affiliation(s)
| | | | | | | | - Louis J. Kim
- Departments of 1Neurological Surgery,
- 2Radiology, and
- 4Stroke and Applied Neuroscience Center, University of Washington, Seattle, Washington
| | - Michael R. Levitt
- Departments of 1Neurological Surgery,
- 2Radiology, and
- 3Mechanical Engineering, and
- 4Stroke and Applied Neuroscience Center, University of Washington, Seattle, Washington
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Peng F, Feng X, Tong X, Zhang B, Wang L, Guo E, Qi P, Lu J, Wu Z, Wang D, Liu A. Endovascular Treatment of Small Ruptured Intracranial Aneurysms (<5 mm) : Long-term Clinical and Angiographic Outcomes and Related Predictors. Clin Neuroradiol 2019; 30:817-826. [PMID: 31696281 PMCID: PMC7728636 DOI: 10.1007/s00062-019-00835-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 08/23/2019] [Indexed: 11/28/2022]
Abstract
Purpose To investigate the long-term clinical and angiographic outcomes and their related predictors in endovascular treatment (EVT) of small (<5 mm) ruptured intracranial aneurysms (SRA). Methods The study retrospectively reviewed patients with SRAs who underwent EVT between September 2011 and December 2016 in two Chinese stroke centers. Medical charts and telephone call follow-up were used to identify the overall unfavorable clinical outcomes (OUCO, modified Rankin score ≤2) and any recanalization or retreatment. The independent predictors of OUCO and recanalization were studied using univariate and multivariate analyses. Multivariate Cox proportional hazards models were used to identify the predictors of retreatment. Results In this study 272 SRAs were included with a median follow-up period of 5.0 years (interquartile range 3.5–6.5 years) and 231 patients with over 1171 aneurysm-years were contacted. Among these, OUCO, recanalization, and retreatment occurred in 20 (7.4%), 24 (12.8%), and 11 (7.1%) patients, respectively. Aneurysms accompanied by parent vessel stenosis (AAPVS), high Hunt-Hess grade, high Fisher grade, and intraoperative thrombogenesis in the parent artery (ITPA) were the independent predictors of OUCO. A wide neck was found to be a predictor of recanalization. The 11 retreatments included 1 case of surgical clipping, 6 cases of coiling, and 4 cases of stent-assisted coiling. A wide neck and AAPVS were the related predictors. Conclusion The present study demonstrated relatively favorable clinical and angiographic outcomes in EVT of SRAs in long-term follow-up of up to 5 years. THE AAPVS, as a morphological indicator of the parent artery for both OUCO and retreatment, needs further validation.
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Affiliation(s)
- Fei Peng
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China
| | - Xin Feng
- Department of Neurosurgery, Beijing Hospital, National Center of Gerontology, No. 1 DaHua Road, Dong Dan, 100730, Beijing, China.,Graduate School of Peking Union Medical College, No. 9 Dongdansantiao, Dongcheng District, 100730, Beijing, China
| | - Xin Tong
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China
| | - Baorui Zhang
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China
| | - Luyao Wang
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China
| | - Erkang Guo
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China
| | - Peng Qi
- Department of Neurosurgery, Beijing Hospital, National Center of Gerontology, No. 1 DaHua Road, Dong Dan, 100730, Beijing, China
| | - Jun Lu
- Department of Neurosurgery, Beijing Hospital, National Center of Gerontology, No. 1 DaHua Road, Dong Dan, 100730, Beijing, China
| | - Zhongxue Wu
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China.,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China
| | - Daming Wang
- Department of Neurosurgery, Beijing Hospital, National Center of Gerontology, No. 1 DaHua Road, Dong Dan, 100730, Beijing, China. .,Graduate School of Peking Union Medical College, No. 9 Dongdansantiao, Dongcheng District, 100730, Beijing, China.
| | - Aihua Liu
- Beijing Neurosurgical Institute, Capital Medical University, 100070, Beijing, China. .,Department of Interventional Neuroradiology, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China. .,China National Clinical Research Center for Neurological Diseases, No. 119, South 4th Ring West Road, Fengtai District, 100070, Beijing, China.
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Lee SH, Kwun BD, Ryu J, Chung Y, Jeong WJ, Park CK, Lee KM, Kim EJ, Choi SK. Incidental Microaneurysms During Microvascular Surgery: Incidence, Treatment, and Significance. World Neurosurg 2019; 133:e149-e155. [PMID: 31476473 DOI: 10.1016/j.wneu.2019.08.159] [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: 07/10/2019] [Revised: 08/21/2019] [Accepted: 08/23/2019] [Indexed: 11/30/2022]
Abstract
BACKGROUND Although new imaging tools have been developed for the detection of smaller aneurysms, angiographically negative microaneurysms are still encountered during cerebral microsurgery. Currently, only limited information regarding incidence and efficacy of treatment of these microaneurysms is available. METHODS We investigated the incidence and treatment of incidental microaneurysms (IMAs) in the last 5 years. IMAs are unidentifiable and invisible on preoperative angiography, but are detected during microvascular surgery. The inclusion criteria were aneurysm cases treated with microsurgery via transsylvian approaches, and those undergoing preoperative digital subtraction angiography. RESULTS This study enrolled 484 surgical cases (248 cases of subarachnoid hemorrhage and 236 cases of unruptured aneurysms) in 460 patients, and 33 tiny aneurysms were found in 31 operative cases (6.4% incidence per operation). The most typical type was located on another branching site of the middle cerebral artery found during neck clipping of the middle cerebral artery bifurcation aneurysm. A patient with multiple aneurysms presented a statistically significant risk (375/78 vs. 15/16; P < 0.001) of IMA identification. IMAs were treated by clipping and wrapping in 18 and 15 cases, respectively, without complications. CONCLUSIONS This study revealed a 6.4% incidence of IMAs; however, this could be underestimated because of the limited range of inspection. Early detection of an IMA through careful inspection during microvascular surgery could be beneficial, especially in patients with multiple aneurysms.
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Affiliation(s)
- Sung Ho Lee
- Department of Neurosurgery, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Byung Duk Kwun
- Department of Neurosurgery, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Jiwook Ryu
- Department of Neurosurgery, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Yeongu Chung
- Department of Neurosurgery, Sungkyunkwan University School of Medicine, Kangbuk Samsung Hospital, Seoul, Korea
| | - Won Joo Jeong
- Department of Neurosurgery, Osan Hankook Hospital, Osan, Korea
| | - Chang Kyu Park
- Department of Neurosurgery, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Kyung Mi Lee
- Department of Radiology, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Eui Jong Kim
- Department of Radiology, College of Medicine, Kyung Hee University, Seoul, Korea
| | - Seok Keun Choi
- Department of Neurosurgery, College of Medicine, Kyung Hee University, Seoul, Korea.
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Embolization of very small (≤3 mm) unruptured intracranial aneurysms: A large single-center experience on treatment of unruptured versus ruptured cases. World Neurosurg 2019; 128:e1087-e1095. [DOI: 10.1016/j.wneu.2019.05.070] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 05/07/2019] [Accepted: 05/08/2019] [Indexed: 11/17/2022]
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Aneurysmal Subarachnoid Hemorrhage Associated with Small Aneurysms in Smokers and Women: A Retrospective Analysis. World Neurosurg X 2019; 4:100038. [PMID: 31360917 PMCID: PMC6610703 DOI: 10.1016/j.wnsx.2019.100038] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Accepted: 05/13/2019] [Indexed: 11/20/2022] Open
Abstract
Background Previous studies have shown low rupture rates for small aneurysms (<10 mm), suggesting that the risk of treatment could exceed the benefits. However, evidence has changed, showing crescent rates of aneurysmal subarachnoid hemorrhage (aSAH) associated with small aneurysms. We report trends in size, localization, clinical characteristics, and outcomes of intracranial aneurysms (IAs). Methods In this retrospective study, a total of 200 clinical histories of patients diagnosed with IAs over an 8-year period were analyzed. Variables considered included age, sex, tobacco consumption, morphological characteristics of the aneurysm, complications, vasospasm, and mortality. Qualitative variables were assessed by measurements of absolute and relative frequency. Smoking behavior, aneurysm size, and aneurysm rupture (AR) were compared using 1-way analysis of variance. Categorical variables were analyzed using Pearson's χ2 test. Results The average age at presentation was 58 years. The average size of ruptured aneurysms in the general group was 2.5–7.5 mm, and AR was most common in women (76%) and in patients age 50–60 years (33%). The rate of vasospasm was 19%, and mortality was 37%. Smokers composed 32% of the cohort. Heavy smokers had a 57% rate of aSAH, with an average size of rupture of 5 mm. The most common location of aneurysms and AR was the AComA (33%). Conclusions Our results suggest increasing AR rates in aneurysms smaller than 10 mm. This trend is seen especially in individuals with heavy tobacco consumption and in women of perimenopausal age. Our findings show a tendency of AR in accordance with previous results and are expected to serve as basis for further research on aneurysm management.
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Machine Learning Models can Detect Aneurysm Rupture and Identify Clinical Features Associated with Rupture. World Neurosurg 2019; 131:e46-e51. [PMID: 31295616 DOI: 10.1016/j.wneu.2019.06.231] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 06/28/2019] [Accepted: 06/29/2019] [Indexed: 01/11/2023]
Abstract
BACKGROUND Machine learning (ML) has been increasingly used in medicine and neurosurgery. We sought to determine whether ML models can distinguish ruptured from unruptured aneurysms and identify features associated with rupture. METHODS We performed a retrospective review of patients with intracranial aneurysms detected on vascular imaging at our institution between 2002 and 2018. The dataset was used to train 3 ML models (random forest, linear support vector machine [SVM], and radial basis function kernel SVM). Relative contributions of individual predictors were derived from the linear SVM model. RESULTS Complete data were available for 845 aneurysms in 615 patients. Ruptured aneurysms (n = 309, 37%) were larger (mean 6.51 mm vs. 5.73 mm; P = 0.02) and more likely to be in the posterior circulation (20% vs. 11%; P < 0.001) than unruptured aneurysms. Area under the receiver operating curve was 0.77 for the linear SVM, 0.78 for the radial basis function kernel SVM models, and 0.81 for the random forest model. Aneurysm location and size were the 2 features that contributed most significantly to the model. Posterior communicating artery, anterior communicating artery, and posterior inferior cerebellar artery locations were most highly associated with rupture, whereas paraclinoid and middle cerebral artery locations had the strongest association with unruptured status. CONCLUSIONS ML models are capable of accurately distinguishing ruptured from unruptured aneurysms and identifying features associated with rupture. Consistent with prior studies, location and size show the strongest association with aneurysm rupture.
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Vergouwen MDI, Backes D, van der Schaaf IC, Hendrikse J, Kleinloog R, Algra A, Rinkel GJE. Gadolinium Enhancement of the Aneurysm Wall in Unruptured Intracranial Aneurysms Is Associated with an Increased Risk of Aneurysm Instability: A Follow-Up Study. AJNR Am J Neuroradiol 2019; 40:1112-1116. [PMID: 31221634 DOI: 10.3174/ajnr.a6105] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 05/14/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND PURPOSE Previous studies have suggested that gadolinium enhancement of the wall of unruptured intracranial aneurysms on MR imaging may reflect aneurysm wall instability. However, all previous studies were cross-sectional. In this longitudinal study, we investigated whether aneurysm wall enhancement is associated with an increased risk of aneurysm instability. MATERIALS AND METHODS We included all patients 18 years of age or older with ≥1 unruptured aneurysm from the University Medical Center Utrecht, the Netherlands, who were included in 2 previous studies with either 3T or 7T aneurysm wall MR imaging and for whom it was decided not to treat the aneurysm but to monitor it with follow-up imaging. We investigated the risk of growth or rupture during follow-up of aneurysms with and without gadolinium enhancement of the aneurysm wall at baseline and calculated the risk difference between the 2 groups with corresponding 95% confidence intervals. RESULTS We included 57 patients with 65 unruptured intracranial aneurysms. After a median follow-up of 27 months (interquartile range, 20-31 months), growth (n = 2) or rupture (n = 2) was observed in 4 of 19 aneurysms (21%; 95% CI, 6%-54%) with wall enhancement and in zero of 46 aneurysms (0%; 95% CI, 0%-8%) without enhancement (risk difference, 21%; 95% CI, 3%-39%). CONCLUSIONS Gadolinium enhancement of the aneurysm wall on MR imaging is associated with an increased risk of aneurysm instability. The absence of wall enhancement makes it unlikely that the aneurysm will grow or rupture in the short term. Larger studies are needed to investigate whether aneurysm wall enhancement is an independent predictor of aneurysm instability.
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Affiliation(s)
- M D I Vergouwen
- From the Department of Neurology and Neurosurgery (M.D.I.V., D.B., A.A., G.J.E.R.)
| | - D Backes
- From the Department of Neurology and Neurosurgery (M.D.I.V., D.B., A.A., G.J.E.R.).,Department of General Practice (D.B.), Erasmus Medical Center, Rotterdam, the Netherlands
| | | | - J Hendrikse
- Brain Center Rudolf Magnus, Department of Radiology (I.C.v.d.S., J.H.)
| | - R Kleinloog
- Department of Neurology (R.K.), Academic Medical Center, Amsterdam, the Netherlands
| | - A Algra
- From the Department of Neurology and Neurosurgery (M.D.I.V., D.B., A.A., G.J.E.R.)
| | - G J E Rinkel
- From the Department of Neurology and Neurosurgery (M.D.I.V., D.B., A.A., G.J.E.R.).,Julius Center for Health Sciences and Primary Care, (G.J.E.R.), University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
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Winkler EA, Rutledge WC, Abla AA. Commentary: Outcome After Clipping and Coiling for Aneurysmal Subarachnoid Hemorrhage in Clinical Practice in Europe, USA, and Australia. Neurosurgery 2019; 84:E264-E265. [PMID: 29878164 DOI: 10.1093/neuros/nyy256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 05/14/2018] [Indexed: 11/13/2022] Open
Affiliation(s)
- Ethan A Winkler
- Department of Neurological Surgery, University of California San Francisco, San Francisco, California
| | - W Caleb Rutledge
- Department of Neurological Surgery, University of California San Francisco, San Francisco, California
| | - Adib A Abla
- Department of Neurological Surgery, University of California San Francisco, San Francisco, California
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Lindgren A, Turner EB, Sillekens T, Meretoja A, Lee JM, Hemmen TM, Koivisto T, Alberts M, Lemmens R, Jääskeläinen JE, Vergouwen MDI, Rinkel GJE. Outcome After Clipping and Coiling for Aneurysmal Subarachnoid Hemorrhage in Clinical Practice in Europe, USA, and Australia. Neurosurgery 2019; 84:1019-1027. [PMID: 29846713 PMCID: PMC8764701 DOI: 10.1093/neuros/nyy223] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Accepted: 05/02/2018] [Indexed: 08/09/2023] Open
Abstract
BACKGROUND Within randomized clinical trials (RCTs), coiling of the ruptured aneurysm to prevent rebleeding results in better outcomes than clipping in patients with aneurysmal subarachnoid hemorrhage (aSAH). OBJECTIVE To study the association of coiling and clipping with outcome after aSAH in daily clinical practice. METHODS In this controlled, nonrandomized study, we compared outcomes after endovascular coiling and neurosurgical clipping of ruptured intracranial aneurysms in an administrative dataset of 7658 aSAH patients (22 tertiary care hospitals from Europe, USA, Australia; 2007-2013). Because the results contradicted those of the randomized trials, findings were further explored in a large clinical dataset from 2 European centers (2006-2016) of 1501 patients. RESULTS In the administrative dataset, the crude 14-d case-fatality rate was 6.4% (95% confidence interval [CI] 5.6%-7.2%) after clipping and 8.2% (95% CI 7.4%-9.1%) after coiling. After adjustment for age, sex, and comorbidity/severity, the odds ratio (OR) for 14-d case-fatality after coiling compared to clipping was 1.32 (95% CI 1.10-1.58). In the clinical dataset crude 14-d case fatality rate was 5.7% (95% CI 4.2%-7.8%) for clipping and 9.0% (95% CI 7.3%-11.2%) for coiling. In multivariable logistic regression analysis, the OR for 14-d case-fatality after coiling compared to clipping was 1.7 (95% CI 1.1-2.7), for 90-d case-fatality 1.28 (95% CI 0.91-1.82) and for 90-d poor functional outcome 0.78 (95% CI 0.6-1.01). CONCLUSION In clinical practice, coiling after aSAH is associated with higher 14-d case-fatality than clipping and nonsuperior outcomes at 90 d. Both options need to be considered in aSAH patients. Further studies should address the reasons for the discrepancy between current data and those from the RCTs.
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Affiliation(s)
- Antti Lindgren
- Department of Neurology and Neurosurgery, University Medical Centre Utrecht, Utrecht, The Netherlands
- Department of Neurosurgery, NeuroCenter, Kuopio University Hospital, Kuopio, Finland
| | | | - Tomas Sillekens
- Department of Neurology and Neurosurgery, University Medical Centre Utrecht, Utrecht, The Netherlands
| | - Atte Meretoja
- Department of Neurology, Helsinki University Hospital, Helsinki, Finland
- Department of Medicine at the Royal Melbourne Hospital, University of Melbourne, Parkville, VIC, Australia
| | - Jin-Moo Lee
- Department of Neurology, and the Hope Center for Neurological disorders, Washington University School of Medicine, St. Louis, Missouri
| | - Thomas M Hemmen
- Department of Neurosciences, University of California, San Diego, California
| | - Timo Koivisto
- Department of Neurosurgery, NeuroCenter, Kuopio University Hospital, Kuopio, Finland
| | - Mark Alberts
- Department of Neurology, Hartford Hospital, Hartford, Connecticut
| | - Robin Lemmens
- KU Leuven – University of Leuven, Department of Neurosciences, Experimental Neurology, Leuven Institute for Neuroscience and Disease (LIND), Leuven, Belgium
- VIB, Center for Brain & Disease Research, Laboratory of Neurobiology, Leuven, Belgium
- University Hospitals Leuven, Department of Neurology, Leuven, Belgium
| | - Juha E Jääskeläinen
- Department of Neurosurgery, NeuroCenter, Kuopio University Hospital, Kuopio, Finland
| | - Mervyn D I Vergouwen
- Department of Neurology and Neurosurgery, University Medical Centre Utrecht, Utrecht, The Netherlands
| | - Gabriel J E Rinkel
- Department of Neurology and Neurosurgery, University Medical Centre Utrecht, Utrecht, The Netherlands
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