Comparison of statistical learning approaches for cerebral aneurysm rupture assessment

2019 ◽  
Vol 15 (1) ◽  
pp. 141-150 ◽  
Author(s):  
Felicitas J. Detmer ◽  
Daniel Lückehe ◽  
Fernando Mut ◽  
Martin Slawski ◽  
Sven Hirsch ◽  
...  
Keyword(s):  
Cerebral Aneurysm ◽  
Statistical Learning ◽  
Aneurysm Rupture ◽  
Learning Approaches

scholarly journals Risk Factors for Cerebral Aneurysm Rupture in Mongolia

2021 ◽  
Author(s):  
Matthias Bechstein ◽  
Amarjargal Gansukh ◽  
Boldbat Regzengombo ◽  
Oyun Byambajav ◽  
Lukas Meyer ◽  
...  
Keyword(s):  
Risk Factors ◽  
Medical History ◽  
Cerebral Aneurysm ◽  
Aneurysmal Subarachnoid Hemorrhage ◽  
Imaging Modality ◽  
Treatment Options ◽  
Time Estimation ◽  
Developed Countries ◽  
Aneurysm Rupture ◽  
Risk Of Rupture

Abstract Purpose Identification of country-specific demographic, medical, lifestyle, and geoenvironmental risk factors for cerebral aneurysm rupture in the developing Asian country of Mongolia. First-time estimation of the crude national incidence of aneurysmal subarachnoid hemorrhage (aSAH). Methods A retrospective analysis of all intracranial digital subtraction angiographies (DSA) acquired in Mongolia during the 2‑year period 2016–2017 (1714 examinations) was performed. During this period, DSA was used as primary diagnostic imaging modality for acute severe neurological symptoms in the sole hospital nationwide dedicated to neurological patients. The catchment area of the hospital included the whole country. Patients with incidental and ruptured aneurysms were reviewed with respect to their medical history and living conditions. The data was used to install a Mongolian aneurysm registry. Results The estimated annual crude incidence of cerebral aneurysm rupture was 6.71 for the country of Mongolia and 14.53 per 100,000 persons for the capital region of Ulaanbaatar. Risk factors common in developed countries also applied for the Mongolian population: A medical history of hypertension, smoking or the presence of multiple aneurysms led to a higher relative risk of rupture. In contrast, female gender was not associated with a higher risk in this national cohort. Males pursuing a traditional nomadic living may exhibit a specifically high risk of rupture. Conclusion Disease management of over 200 individuals/year with aSAH constitutes a socioeconomic burden in Mongolia. Efforts to raise awareness of the risk factors hypertension and smoking among the Mongolian population are desirable. Measures to improve the nationwide availability of modern neurovascular treatment options are currently under consideration.

Symbolic and Statistical Learning Approaches to Speech Summarization: A Scoping Review

2021 ◽  
pp. 101305
Author(s):  
Dana Rezazadegan ◽  
Shlomo Berkovsky ◽  
Juan C. Quiroz ◽  
A. Baki Kocaballi ◽  
Ying Wang ◽  
...  
Keyword(s):  
Statistical Learning ◽  
Scoping Review ◽  
Learning Approaches ◽  
Speech Summarization

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.

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