scholarly journals Predicting Cerebral Aneurysm Rupture by Gradient Boosting Decision Tree using Clinical, Hemodynamic, and Morphological Information

10.29007/jjwt ◽  
2020 ◽  
Author(s):  
Toshiyuki Haruhara ◽  
Hideto Ohgi ◽  
Masaaki Suzuki ◽  
Hiroyuki Takao ◽  
Takashi Suzuki ◽  
...  
Keyword(s):  
Blood Vessel ◽  
Cerebral Aneurysm ◽  
Cerebral Aneurysms ◽  
Prediction Method ◽  
Preventive Treatment ◽  
Aneurysm Rupture ◽  
Gradient Boosting ◽  
Machine Learning Model ◽  
The Individual ◽  
Shape Data

Stroke is a serious cerebrovascular condition in which brain cells die due to an abrupt blockage of arteries supplying blood and oxygen or when a blood vessel bursts or ruptures and causes bleeding in the brain. Because the onset of stroke is very sudden in most people, prevention is often difficult. In Japan, stroke is one of the major causes of death and is associated with high medical costs; these problems are exacerbated by the aging population. Therefore, stroke prediction and treatment are important. The incidence of stroke may be avoided by preventive treatment based on the patient’s risk of stroke. However, since judging the risk of stroke onset is largely dependent upon the individual experience and skill of the doctor, a highly accurate prediction method that is independent of the doctor’s experience and skills is necessary. This study focuses on a predictive method for subarachnoid hemorrhage, which is a type of stroke. LightGBM was used to predict the rupture of cerebral aneurysms using a machine learning model that takes clinical, hemodynamic and morphological information into account. This model was used to analyze samples from 338 cerebral aneurysm cases (35 ruptured, 303 unruptured). Simulation of cerebral blood-flow was used to calculate the hemodynamic features while the surface curvature was extracted from the 3D blood-vessel-shape data as morphological features. This model yielded a sensitivity of 0.77 and a specificity of 0.83.

scholarly journals In vivo cerebral aneurysm models

2019 ◽  
Vol 47 (1) ◽  
pp. E20 ◽  
Author(s):  
John W. Thompson ◽  
Omar Elwardany ◽  
David J. McCarthy ◽  
Dallas L. Sheinberg ◽  
Carlos M. Alvarez ◽  
...  
Keyword(s):  
Cerebral Aneurysm ◽  
Surgical Techniques ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Large Animal ◽  
Pharmacological Interventions ◽  
Large Animal Models ◽  
First Line Therapy ◽  
Endovascular Devices

Cerebral aneurysm rupture is a devastating event resulting in subarachnoid hemorrhage and is associated with significant morbidity and death. Up to 50% of individuals do not survive aneurysm rupture, with the majority of survivors suffering some degree of neurological deficit. Therefore, prior to aneurysm rupture, a large number of diagnosed patients are treated either microsurgically via clipping or endovascularly to prevent aneurysm filling. With the advancement of endovascular surgical techniques and devices, endovascular treatment of cerebral aneurysms is becoming the first-line therapy at many hospitals. Despite this fact, a large number of endovascularly treated patients will have aneurysm recanalization and progression and will require retreatment. The lack of approved pharmacological interventions for cerebral aneurysms and the need for retreatment have led to a growing interest in understanding the molecular, cellular, and physiological determinants of cerebral aneurysm pathogenesis, maturation, and rupture. To this end, the use of animal cerebral aneurysm models has contributed significantly to our current understanding of cerebral aneurysm biology and to the development of and training in endovascular devices. This review summarizes the small and large animal models of cerebral aneurysm that are being used to explore the pathophysiology of cerebral aneurysms, as well as the development of novel endovascular devices for aneurysm treatment.

scholarly journals Association between Circle of Willis Configuration and Rupture of Cerebral Aneurysms

Medicina ◽  
2019 ◽  
Vol 55 (7) ◽  
pp. 338
Author(s):  
Stojanović ◽  
Kostić ◽  
Mitić ◽  
Berilažić ◽  
Radisavljević
Keyword(s):  
Cerebral Aneurysm ◽  
Intracranial Hemorrhage ◽  
Lower Incidence ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Circle Of Willis ◽  
Type B ◽  
Brain Aneurysms

Background and Objectives: Intracranial hemorrhage caused by the rupture of brain aneurysms occurs in almost 10 per 100,000 people whereas the incidence of such aneurysms is significantly higher, accounting for 4–9%.Linking certain factors to cerebral aneurysm rupture could help in explaining the significantly lower incidence of their rupture compared to their presence. The aim of this study is to determine the association between the corresponding circle of Willis configurations and rupture of cerebral aneurysms. Materials and Methods: A group of 114 patients treated operatively for aruptured cerebral aneurysm and a group of 56 autopsied subjects were involved in the study. Four basic types of the circle of Willis configurations were formed—two symmetric types A and C, and two asymmetric types B and D. Results: A statistically significantly higher presence of asymmetry of the circle of Willis was determined in the group of surgically-treated subjects (p = 0.001),witha significant presence of asymmetric Type B in this group (p < 0.001). The changeson the A1 segment in the group of surgically-treated subjects showed a statistically significant presence compared to the group of autopsied subjects (p = 0.001). Analyzing the presence of symmetry of the circle of Willis between the two groups, that is, the total presence of symmetric types A and C, indicated their statistically significant presence in the group of autopsied patients (p < 0.001). Conclusions: Changes such as hypoplasia or aplasia of A1 and the resulting asymmetry of the circle of Willis directly affect the possibility of the rupture of cerebral aneurysms. Detection of the corresponding types of the circle of Willis after diagnostic examination can be the basis for the development of a protocol for monitoring such patients.

Size is the Most Important Predictor of Aneurysm Rupture Among Multiple Cerebral Aneurysms: Post Hoc Subgroup Analysis of Unruptured Cerebral Aneurysm Study Japan

Neurosurgery ◽  
2017 ◽  
Vol 82 (6) ◽  
pp. 864-869 ◽  
Author(s):  
Masaaki Shojima ◽  
Akio Morita ◽  
Hirofumi Nakatomi ◽  
Shinjiro Tominari
Keyword(s):  
Cerebral Aneurysm ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Ruptured Aneurysm ◽  
Clinical Value ◽  
Total Cohort ◽  
Unruptured Cerebral Aneurysm ◽  
Specific Factors ◽  
Unruptured Cerebral Aneurysms ◽  
Post Hoc

Abstract BACKGROUND Multiple cerebral aneurysms are encountered in approximately 15% to 35% of patients harboring unruptured cerebral aneurysms. It would be of clinical value to determine which of them is most likely to rupture. OBJECTIVE To characterize features of the ruptured aneurysm relative to other concomitant fellow aneurysms in patients with multiple cerebral aneurysms. METHODS From a total of 5720 patients who were prospectively registered in the Unruptured Cerebral Aneurysm Study in Japan, a subgroup of patients with multiple cerebral aneurysms who developed subarachnoid hemorrhage was extracted for this post hoc analysis. Intrapatient comparisons of each aneurysm were carried out using aneurysm-specific factors such as size, location, and shape to identify predictors of rupture among the fellow aneurysms in a patient with multiple cerebral aneurysms. RESULTS Twenty-five patients with 62 aneurysms were identified from the total cohort of 5720 patients. With the distinctiveness in size, which means the aneurysm was the single largest among the multiple aneurysms, the ruptured aneurysm in each case was discriminated from the other coexisting aneurysms with a sensitivity of 0.76 and specificity of 0.86. CONCLUSION Our results suggest that the largest aneurysm is likely to rupture among coexisting aneurysms in a patient with multiple cerebral aneurysms.

scholarly journals Association between Size and Location with Cerebral Aneurysms Rupture

1969 ◽  
Vol 30 (3) ◽  
pp. 190-196
Author(s):  
Dan Zimelewicz Oberman
Keyword(s):  
Cerebral Aneurysms ◽  
Preventive Treatment ◽  
Cross Sectional Study ◽  
Aneurysm Rupture ◽  
High Morbidity ◽  
Anterior Circulation ◽  
Cross Sectional ◽  
Unruptured Aneurysms ◽  
Unruptured Intracranial Aneurysms ◽  
Significant Difference

Introduction: Aneurysm rupture is the most dangerous complication with high morbidity and mortality rate, greater than 40%. Identifying risk factors for aneurysm rupture is extremely important for selecting patients who may truly benefit from preventive treatment. Objective: The aim of this study was to review our patients with ruptured and unruptured intracranial aneurysms and determine if there was an association between the size and location of aneurysms and their rupture. Methods: A cross-sectional study was performed in adult patients with cerebral aneurysm diagnosed from March 2015 to February 2017. Patients were divided into two groups, one with ruptured aneurysms and the other with unruptured aneurysms. Location according to anterior and posterior circulation was recorded. Size was stratified in three categories: (1) less than 7 mm; (2) between 7-12 mm; and (3) bigger than 13 mm in diameters. Results: During this period 80 patients were diagnosed with cerebral aneurysms. A total of 106 aneurysms were identified, 33 aneurysms were ruptured and 73 were unruptured. The mean sizes were 7.88 ± 6.23 mm and 5.35 ± 3.24 mm, respectively. There was statistically significant differences in aneurysm size (p<0.03) between the ruptured and unruptured group. Logistic regression revealed a higher association of rupture of anterior circulation aneurysm when size was ≥ 4mm (p<0.02). Conclusions: There was a significant difference between the size of ruptured and unruptured aneurysm groups. Anterior circulation aneurysms≥4mm revealed a higher association with rupture. This suggest this location should be evaluated more carefully for preventive treatment.

Abstract 2731: CFD Reveals Hemodynamic Differences Between Unruptured And Ruptured Intracranial Aneurysms During Observation

Stroke ◽  
2012 ◽  
Vol 43 (suppl_1) ◽  
Author(s):  
Hiroyuki Takao ◽  
Yuichi Murayama ◽  
Toshihiro Ishibashi ◽  
Ichiro Yuki ◽  
Shinobu Otsuka ◽  
...  
Keyword(s):  
Cerebral Aneurysm ◽  
Significant Risk ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Medium Size ◽  
Hemodynamic Parameters ◽  
Natural Risk ◽  
Risk Of Rupture ◽  
Significant Difference

Background and Purpose: Although various studies have been performed, the mechanism leading to the rupture of cerebral aneurysms has not yet been elucidated. Accurate assessment of cerebral aneurysm rupture risk is important because current treatments carry a small but significant risk that can exceed the small natural risk of rupture. Various hemodynamic parameters have been proposed for estimating the risk of rupture of cerebral aneurysms, with limited success. We evaluated several hemodynamic parameters to predict rupture in a dataset of initially unruptured aneurysms in which some aneurysms ruptured during follow-up observation. Methods: Geometry of the aneurysm and blood vessels was extracted from CTA images and analyzed using a mathematical formula for fluid flow under pulsatile blood flow conditions. Fifty side-wall internal carotid posterior communicating artery (ICA-pcom) aneurysms and fifty middle cerebral artery (MCA) bifurcation aneurysms of medium size were investigated for Energy loss (EL), Pressure Loss Coefficient (PLC), wall-shear-stress (WSS) and oscillatory shear index (OSI). During a follow-up observation period, 6 ICA-pcom and 7 MCA aneurysms ruptured (44 and 43 remained unruptured, respectively, with the same location and a similar size as the ruptured cases). Results: A significant difference in the minimum WSS between aneurysms that ruptured and those that remained unruptured was noted only in ICA aneurysms (P<0.001). EL showed higher tendency in ruptured aneurysms but statistically not significant. For PLC, a significant difference was noted in both ICA (P<0.001) and MCA (P<0.001) aneurysms. All other parameters did not show significant differences between the two groups. Conclusion: A significant difference was noted in WSSMIN only in ICA aneurysms. For PLC, a significant difference was noted in both ICA and MCA aneurysms, suggesting that PLC may be one, out of possibly other useful parameters to predict cerebral aneurysm rupture.

Abstract TP93: Early Morphological Changes in Cerebral Arteries of Cerebral Aneurysm Rupture Model Rats

Stroke ◽  
2016 ◽  
Vol 47 (suppl_1) ◽  
Author(s):  
Hidetsugu Maekawa ◽  
Takeshi Miyamoto ◽  
Keiko T Kitazato ◽  
Kenji Yagi ◽  
Yoshiteru Tada ◽  
...  
Keyword(s):  
Carotid Artery ◽  
Cerebral Aneurysm ◽  
Cerebral Artery ◽  
Morphological Changes ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Anterior Communicating Artery ◽  
Artery Ligation ◽  
Ruptured Aneurysms ◽  
The Right

Introduction: To study the pathomechanisms of cerebral aneurysms, we developed a rat model of cerebral aneurysm rupture. In order, the ruptured aneurysms were located at the P1 segment of the left posterior cerebral artery, on the anterior cerebral artery (ACA), the right internal carotid artery (ICA), the right middle cerebral artery (MCA), and the anterior communicating artery (AcomA). We investigated the early morphological changes in these arteries that preceded aneurysm formation. Methods: We subjected 10-week-old Sprague-Dawley rats to bilateral ovariectomy and modified carotid artery ligation. They were fed a high salt diet. Two weeks later, the bilateral posterior renal arteries were ligated. Vascular corrosion casts were created 2 weeks after renal artery ligation (n=11) and the morphological features were compared on casts from these- and sham rats (n=3) using a scanning electron microscope. Results: The diameter of the left- was larger than of the right P1 in all rats with hypertension and estrogen deficiency. Endothelial changes were predominantly seen in the AcomA and the left P1. In 5 rats we observed small protrusions without loss of endothelial imprints suggesting local loss of internal elastic lamina in the left P1 where ruptured aneurysms were frequently formed. No aneurysms formed at the right ACA-olfactory artery (OA) bifurcation within 2 weeks after aneurysm induction. None of these changes were found in the controls. As ACA-OA aneurysms were frequently seen at 3 months but never ruptured, the pathophysiology of such, and of aneurysms formed at other sites may be different. Conclusion: We first demonstrate the initial morphological changes that occurred as early as two weeks after aneurysm induction in rats. Early intervention for hypertension and endothelial damage may be beneficial in the management of cerebral aneurysms.

scholarly journals E-Selectin Expression Increased in Human Ruptured Cerebral Aneurysm Tissues

2011 ◽  
Vol 38 (6) ◽  
pp. 858-862 ◽  
Author(s):  
Wenqing Jia ◽  
Rong Wang ◽  
Jizong Zhao ◽  
Isabelle Yisha Liu ◽  
Dong Zhang ◽  
...  
Keyword(s):  
Western Blot ◽  
Cerebral Aneurysm ◽  
Leukocyte Adhesion ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Tissue Samples ◽  
Western Blot Method ◽  
Temporal Arteries ◽  
History Of ◽  
Endothelial Leukocyte Adhesion Molecule

Objectives:The purpose of the present study is to investigate the expression of inflammation factor endothelial-leukocyte adhesion molecule (E-selectin, CD62E) in cerebral aneurysm walls and its relationship with aneurysm rupture.Methods:Cerebral aneurysm tissue samples were collected at the time of surgical clipping of nine patients with history of subarachnoid hemorrhage, and then compared with control artery tissues from the superficial temporal arteries (STA) of five patients with intracranial tumors. Immunohistochemistry (IHC) was performed to reveal and localize E-selectin expression in the aneurysms and artery tissues. Western blot analysis was used to relatively quantify the level of E-selectine protein expression in cerebral aneurysms when compared with normal arteries.Results:E-selectin was detected in the wall of all the aneurysm tissue samples and was rarely found in normal control arteries by IHC, and it was concentrated in proliferating and disorganized epithelia cells. Moreover, with the Western blot method, the E-selectin protein level increased significantly in aneurysm tissues compared to normal STA.Conclusions:E-selectin might be an important factor involved in the process of cerebral aneurysm formation and rupture, by promoting inflammation and weakening cerebral artery walls.

scholarly journals Potential Role of Aspirin in the Prevention of Aneurysmal Subarachnoid Hemorrhage

2015 ◽  
Vol 39 (5-6) ◽  
pp. 332-342 ◽  
Author(s):  
Robert M. Starke ◽  
Nohra Chalouhi ◽  
Dale Ding ◽  
David M. Hasan
Keyword(s):  
Cerebral Aneurysm ◽  
Peripheral Blood ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Aspirin Therapy ◽  
Blood Samples ◽  
Aneurysm Formation ◽  
Number Of Patients ◽  
Increased Risk ◽  
Cox 2

Background: Inflammation is a key element behind the pathophysiology of cerebral aneurysm formation and rupture. Aspirin is a potent inhibitor of cyclooxygenase-2 (COX), which plays a critical role in the expression of immune modulators known to contribute to cerebral aneurysm formation and rupture. Currently, there are no pharmacological therapies for patients with cerebral aneurysms. Both endovascular and microsurgical interventions may be associated with significant morbidity and mortality. Potentially, a medical alternative that prevents aneurysm progression and rupture may be a beneficial therapy for a significant number of patients. Summary: In animal models, treatment with aspirin and genetic inactivation of COX-2 decreases aneurysm formation and rupture. Selective inhibition of COX-1 did not decrease aneurysm rupture, suggesting that selection inhibition of COX-2 may be critical in thwarting aneurysm progression. Walls of ruptured human intracranial aneurysms have higher levels of COX-2 and microsomal prostaglandin E2 synthase 1 (mPGES-1), both of which are known to be inhibited by aspirin. In a pilot study, patients undergoing microsurgical clipping had attenuated expression of COX-2, mPGES-1, and macrophages in aneurysm walls after 3 months of aspirin therapy versus those that did not receive aspirin. Additionally, in patients undergoing endovascular therapy, local circulating expression of chemokines and COX-2 were increased in blood samples taken from within aneurysm domes as compared to peripheral blood sample controls. Treatment with aspirin also resulted in decreased expression of COX-2 within leukocytes within aneurysms as compared to peripheral blood samples. Novel molecular imaging with ferumoxytol-enhanced MRI may help in the identification of patients at increased risk for aneurysm rupture and assessment of a response to aspirin therapy. Key Messages: Aspirin has been found to be a safe in patients harboring cerebral aneurysms and clinical studies provide evidence that it may decrease the overall rate of rupture. Furthermore, aspirin is an accessible and inexpensive medicine for patients who may not have access to endovascular or microsurgical treatment or for patients who are deemed low risk of aneurysm rupture, high risk for intervention, or both. Future clinical trials are indicated to determine the overall effect of aspirin on aneurysm progression and rupture. This review provides an update on the potential mechanisms and benefits of aspirin in the treatment of cerebral aneurysms.

scholarly journals Influence of Circle of Willis Configuration on the Rupture of Cerebral Aneurysms

2019 ◽  
Author(s):  
Stojanović N. Nebojša ◽  
Kostić Aleksandar ◽  
Mitić Radisav ◽  
Berilažić Luka ◽  
Radisavljević Miša
Keyword(s):  
Cerebral Aneurysm ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Circle Of Willis ◽  
Anterior Communicating Artery ◽  
Type B

Background: Formation and rupture of cerebral aneurysms may be related to certain types of configuration of the circle of Willis. Analysis of their interdependence can be of great importance. Methods: A group of 114 patients treated operatively for the cerebral aneurysm rupture and a group of 56 autopsied subjects were involved in the study. Four basic types of the circle of Willis configurations were formed&ndash;two symmetric types A and C, and two asymmetric types B and D. Results: A statistically significantly higher presence of asymmetry of the circle of Willis in the group of surgically treated subjects (p=0.006) with a significant presence of asymmetric Type B in this group (p=0.017) were determined. The presence of changes in the A1 segment in the group of subjects with solitary aneurysms on the anterior communicating artery showed a statistically significant presence in the group of autopsied subjects (p=0.0004). Analyzing the presence of symmetry of the circle of Willis between the two groups, that is, the total presence of symmetric types A and C indicated their statistically significant presence in the group of autopsied patients (p=0.043). Conclusion: Changes such as hypoplasia or aplasia of A1 and the resulting asymmetry of the circle of Willis directly affect the possibility of the rupture of cerebral aneurysms. Detection of the corresponding types of the circle of Willis after diagnostic examination can be the basis for the development of a protocol for monitoring such patients.

The Importance of Proliferation of the Arterial Wall in Formation of Saccular Cerebral Aneurysms

2008 ◽  
Author(s):  
Y. Shimogonya ◽  
T. Ishikawa ◽  
Y. Imai ◽  
D. Mori ◽  
T. Yamaguchi
Keyword(s):  
Cerebral Aneurysm ◽  
Poor Prognosis ◽  
Arterial Wall ◽  
Cerebral Aneurysms ◽  
Aneurysm Rupture ◽  
Preventative Treatment ◽  
Unruptured Aneurysms ◽  
Unruptured Cerebral Aneurysm ◽  
Risk Of Rupture ◽  
Annual Risk

Cerebral aneurysms are an important cerebrovascular condition because aneurysm rupture is the most common cause of subarachnoid hemorrhage, which has a high mortality rate and a poor prognosis. Since the mechanism of cerebral aneurysm pathogenesis has not yet been understood, the preventative treatment for unruptured aneurysms is surgery only; however, the morbidity of the surgery is as high as over 10% [1]. On the other hand, the annual risk of rupture of cerebral aneurysms is not so high, reported to be 1.9% [2]. Consequently, it is difficult to judge whether a patient with an unruptured cerebral aneurysm should undergo surgery, when it is detected. Thus, it is important to develop a better understanding of the mechanism of cerebral aneurysm pathogenesis.

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