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Vázquez Sufuentes S, Esteban Estallo L, Moles Herbera J, González Martínez LM, van Popta JS, Casado Pellejero J. Microsurgical clipping of unruptured intracranial aneurysms: Clinical and radiological outcomes. NEUROCIRUGIA (ENGLISH EDITION) 2024; 35:289-298. [PMID: 39084289 DOI: 10.1016/j.neucie.2024.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 05/06/2024] [Accepted: 06/23/2024] [Indexed: 08/02/2024]
Abstract
BACKGROUND AND OBJECTIVES The prevalence of unruptured intracranial aneurysms is 1-3%. The annual rupture rate increases in patients with multiple aneurysms that presented a previous hemorrhage from another aneurysm. OBJECTIVES To evaluate outcomes of clipping unruptured aneurysms, comparing patients with single or multiple aneurysms clipped, describe the complications related to surgery and to identify risk factors predicting an unfavorable outcome. MATERIALS AND METHODS Retrospective study including patients who underwent clipping of unruptured aneurysms between 2020-2023 at our center. Occlusion rate, complications, and functional outcome were analyzed. Risk factors for poor prognosis are identified using univariate model. RESULTS 82 patients with 114 aneurysms were treated with microsurgery. Multiple aneurysms were clipped in 22 patients. A mini-open approach was used in 86,5% of cases. Complete occlusion in angio3D was found in 78.6% of clipped aneurysms. Complication rate was 12.2%, including asymptomatic cases. Mortality was 0%. The probability of 1 point mRS worsening was 7.3% and 2 or more points was 1.2%, with a good functional outcome in 98.9%. Clipping multiple aneurysms, miniopen approaches, or surgery in patients with previous subarachnoid hemorrhage did not increase the risk of complications. Posterior circulation aneurysms surgery increased the risk of ischemia. CONCLUSIONS The management for unruptured intracranial aneurysms should be multimodal and based on clinical and radiological outcomes. Microsurgery is a valid and safe technique, with 0% mortality and bleeding rates and 1,2% rate of severe morbidity in our series.
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Affiliation(s)
| | | | - Jesús Moles Herbera
- Servicio de Neurocirugía, Hospital Universitario Miguel Servet, Zaragoza, Spain
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Nasiri D, Petutschnigg T, Murek M, Z'Graggen WJ, Bervini D, Raabe A, Goldberg J. European survey on follow-up strategies for unruptured intracranial aneurysms. BRAIN & SPINE 2024; 4:102864. [PMID: 39099767 PMCID: PMC11295544 DOI: 10.1016/j.bas.2024.102864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 07/03/2024] [Accepted: 07/10/2024] [Indexed: 08/06/2024]
Abstract
Introduction The increasing detection rates of unruptured intracranial aneurysms (UIA) pose a challenge for both neurovascular centers, tasked with managing a growing pool of patients requiring regular monitoring with imaging, and the healthcare system that must bear the costs of such surveillance. While there is consensus on the need for follow-up of UIA, uncertainties persist regarding the optimal cessation of surveillance, especially when considering diverse patient risk factors and, notably, in cases of treated aneurysms with stable rest perfusion. Detailed guidelines on UIA follow-up are currently lacking, exacerbating these challenges. Research question We sought to investigate European strategies for follow-up of untreated, microsurgically and endovascularly treated UIA. Material and methods An online survey consisting of 15 questions about follow-up management of UIA was sent out to the cerebrovascular section of the European Association of Neurosurgical Societies (EANS). Results The survey response rate was 27.3% (68/249). There was consenus upon the necessity for long-term follow-up of UIA (100% [n = 68]). The recommendation to perform follow-up was inversely correlated with patient age and more prevalent among endovascularly compared to microsurgically treated patients (92.6% [n = 63] vs. 70.6% [n = 48]). A majority recommended continued follow-up of treated aneurysms with stable rest perfusion, with lifelong surveillance in patients under 60 years and continuation for 5-10 years in patients aged 61-80, irrespective of whether they underwent microsurgical (38.3% [n = 23]; 33.3% [n = 20]) or endovascular (41.9% [n = 26]; 30.6% [n = 19]) treatment. Discussion and conclusion This survey confirmed a European consensus on the necessity of long-term follow-up for untreated UIA. However, significant variations in follow-up strategies, especially for treated UIA and post-treatment rest perfusion, were noted. Despite limited evidence suggesting low risk from aneurysm remnants, respondents favored long-term follow-up, highlighting uncertainty in management. This underscores the need for collaborative research on aneurysm remnants and standardized follow-up protocols for UIA in Europe.
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Affiliation(s)
- Danial Nasiri
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Thomas Petutschnigg
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Michael Murek
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Werner Josef Z'Graggen
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - David Bervini
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Andreas Raabe
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Johannes Goldberg
- Department of Neurosurgery and Stroke Research Center Bern, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
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Kaur H, Yuki I, Shimizu T, Paganini-Hill A, Xu J, Golshani K, Hsu FPK, Nguyen T, Jin CM, Suzuki S. Follow-up care compliance among patients diagnosed with unruptured intracranial aneurysms. J Stroke Cerebrovasc Dis 2024; 33:107786. [PMID: 38782166 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107786] [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: 11/30/2023] [Revised: 05/09/2024] [Accepted: 05/20/2024] [Indexed: 05/25/2024] Open
Abstract
OBJECTIVES Periodic imaging follow-up for patients with unruptured intracranial aneurysms (UIA) is crucial, as studies indicate higher rupture risk with aneurysm growth. However, few studies address patient adherence to follow-up recommendations. This study aims to identify compliance rates and factors influencing follow-up adherence. METHODS Patients with a UIA were identified from our institution's database from 2011-2021. Follow-up imaging (CT/MR Angiogram) was advised at specific intervals. Patients were categorized into compliant and non-compliant groups based on first-year compliance. Factors contributing to compliance were assessed through multivariate logistic regression. Phone interviews were conducted with non-compliant patients to understand reasons for non-adherence. RESULTS Among 923 UIA diagnosed patients, 337 were randomly selected for analysis. The median follow-up period was 1.4 years, with a 42% first-year compliance rate. The mean aneurysm size was 3.3 mm. Five patients had a rupture during follow-up, of which 4 died. Compared with patients consulting specialists at the initial diagnosis, those seen by non-specialists exhibited lower compliance (OR 0.25, p < 0.001). Loss to follow-up was greatest during transition from emergency service to specialist appointments. Patients who spoke languages other than English exhibited poorer compliance than those speaking English (OR 0.20, p = 0.01). CONCLUSIONS Significant amounts of UIA patients at low rupture risk were lost to follow-up before seeing UIA specialists. Main non-compliance factors include inadequate comprehension of follow-up instructions, poor care transfer from non-specialists to specialist, and insurance barriers.
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Affiliation(s)
- Hemdeep Kaur
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Ichiro Yuki
- Department of Neurosurgery, University of California, Irvine, CA, United States.
| | - Timothy Shimizu
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | | | - Jordan Xu
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Kiarash Golshani
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Frank P K Hsu
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Tracy Nguyen
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Chloe M Jin
- Department of Neurosurgery, University of California, Irvine, CA, United States
| | - Shuichi Suzuki
- Department of Neurosurgery, University of California, Irvine, CA, United States
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Calderón-Parra J, Domínguez F, González-Rico C, Arnaiz de las Revillas F, Goenaga MÁ, Alvarez I, Muñoz P, Alonso D, Rodríguez-García R, Miró JM, De Alarcón A, Antorrena I, Goikoetxea-Agirre J, Moral-Escudero E, Ojeda-Burgos G, Ramos-Martínez A. Epidemiology and Risk Factors of Mycotic Aneurysm in Patients With Infective Endocarditis and the Impact of its Rupture in Outcomes. Analysis of a National Prospective Cohort. Open Forum Infect Dis 2024; 11:ofae121. [PMID: 38500574 PMCID: PMC10946656 DOI: 10.1093/ofid/ofae121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 03/12/2024] [Indexed: 03/20/2024] Open
Abstract
Background Several aspects of the occurrence and management of mycotic aneurysm (MA) in patients with infective endocarditis (IE) have not been studied. Objectives To determine the incidence and factors associated with MA presence and rupture and to assess the evolution of those initially unruptured MA. Methods Prospective multicenter cohort including all patients with definite IE between January 2008 and December 2020. Results Of 4548 IE cases, 85 (1.9%) developed MA. Forty-six (54.1%) had intracranial MA and 39 (45.9%) extracranial MA. Rupture of MA occurred in 39 patients (45.9%). Patients with ruptured MA had higher 1-year mortality (hazard ratio, 2.33; 95% confidence interval, 1.49-3.67). Of the 55 patients with initially unruptured MA, 9 (16.4%) presented rupture after a median of 3 days (interquartile range, 1-7) after diagnosis, being more frequent in intracranial MA (32% vs 3.3%, P = .004). Of patients with initially unruptured MA, there was a trend toward better outcomes among those who received early specific intervention, including lower follow-up rupture (7.1% vs 25.0%, P = .170), higher rate of aneurysm resolution in control imaging (66.7% vs 31.3%, P = .087), lower MA-related mortality (7.1% vs 16.7%, P = .232), and lower MA-related sequalae (0% vs 27.8%, P = .045). Conclusions MA occurred in 2% of the patients with IE. Half of the Mas occurred in an intracranial location. Their rupture is frequent and associated with poor prognosis. A significant proportion of initially unruptured aneurysms result from rupture during the first several days, being more common in intracranial aneurysms. Early specific treatment could potentially lead to better outcomes.
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Affiliation(s)
- Jorge Calderón-Parra
- Infectious Diseases Unit, Department of Internal Medicine, Puerta de Hierro University Hospital, Majadahonda, Spain
- Research Institute Puerta de Hierro-Segovia de Arana (IDIPHSA), Majadahonda, Spain
| | - Fernando Domínguez
- Research Institute Puerta de Hierro-Segovia de Arana (IDIPHSA), Majadahonda, Spain
- Department of Cardiology, Puerta de Hierro University Hospital, Majadahonda, Spain
| | - Claudia González-Rico
- Department of Infectious Diseases, University Hospital Marqués de Valdecilla, CIBER Infectious Diseases (CIBERINFEC, CB21/13/00068). Cantabria University, Santander, Spain
| | - Francisco Arnaiz de las Revillas
- Department of Infectious Diseases, University Hospital Marqués de Valdecilla, CIBER Infectious Diseases (CIBERINFEC, CB21/13/00068). Cantabria University, Santander, Spain
| | | | - I Alvarez
- Department of Infectious Diseases, OSI Donostialdea, San Sebastian, Spain
| | - Patricia Muñoz
- Department of Microbiology and Infectious Diseases, University Hospital Gregorio Marañón, CIBER Respiratory Diseases (CIBERES, CB06/06/0058), Complutense University, Madrid, Spain
| | - David Alonso
- Department of Microbiology and Infectious Diseases, University Hospital Gregorio Marañón, CIBER Respiratory Diseases (CIBERES, CB06/06/0058), Complutense University, Madrid, Spain
| | | | - José María Miró
- Department of Infectious Diseases, Clinic Hospital—IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Arístides De Alarcón
- Infectious Diseases, Microbiology, and Parasitology Unit, University Hospital Virgen del Rocio, Seville University, Seville, Spain
| | - Isabel Antorrena
- Cardiology Department, University Hospital La Paz- IDIPAZ, Madrid, Spain
| | | | | | | | - Antonio Ramos-Martínez
- Infectious Diseases Unit, Department of Internal Medicine, Puerta de Hierro University Hospital, Majadahonda, Spain
- Research Institute Puerta de Hierro-Segovia de Arana (IDIPHSA), Majadahonda, Spain
- Faculty of Medicine, Autónoma University of Madrid, Madrid, Spain
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Pan T, Shi Y, Yu G, Mamtimin A, Zhu W. Intracranial Aneurysms and Lipid Metabolism Disorders: From Molecular Mechanisms to Clinical Implications. Biomolecules 2023; 13:1652. [PMID: 38002334 PMCID: PMC10669412 DOI: 10.3390/biom13111652] [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: 10/08/2023] [Revised: 10/23/2023] [Accepted: 11/01/2023] [Indexed: 11/26/2023] Open
Abstract
Many vascular diseases are linked to lipid metabolism disorders, which cause lipid accumulation and peroxidation in the vascular wall. These processes lead to degenerative changes in the vessel, such as phenotypic transformation of smooth muscle cells and dysfunction and apoptosis of endothelial cells. In intracranial aneurysms, the coexistence of lipid plaques is often observed, indicating localized lipid metabolism disorders. These disorders may impair the function of the vascular wall or result from it. We summarize the literature on the relationship between lipid metabolism disorders and intracranial aneurysms below.
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Affiliation(s)
- Tonglin Pan
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200090, China; (T.P.); (Y.S.); (G.Y.); (A.M.)
- Neurosurgical Institute, Fudan University, Shanghai 200032, China
| | - Yuan Shi
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200090, China; (T.P.); (Y.S.); (G.Y.); (A.M.)
- Neurosurgical Institute, Fudan University, Shanghai 200032, China
| | - Guo Yu
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200090, China; (T.P.); (Y.S.); (G.Y.); (A.M.)
- Neurosurgical Institute, Fudan University, Shanghai 200032, China
| | - Abdureshid Mamtimin
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200090, China; (T.P.); (Y.S.); (G.Y.); (A.M.)
- Neurosurgical Institute, Fudan University, Shanghai 200032, China
| | - Wei Zhu
- Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200090, China; (T.P.); (Y.S.); (G.Y.); (A.M.)
- Neurosurgical Institute, Fudan University, Shanghai 200032, China
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Magnetic resonance imaging findings in patients with idiopathic olfactory dysfunction and normal findings on nasoendoscopy. J Laryngol Otol 2023; 137:85-88. [PMID: 35445651 PMCID: PMC9834702 DOI: 10.1017/s0022215122000913] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
OBJECTIVE In presentations of anosmia or dysosmia, magnetic resonance imaging may be required to screen for intracranial pathology such as olfactory neuroblastomas and other intracranial masses impacting on the olfactory pathway. This study aimed to establish positive magnetic resonance imaging findings of anosmia or dysosmia for scans performed before the coronavirus disease 2019 pandemic. METHODS The study examined the outcome of patients who presented with isolated olfactory dysfunction and who underwent magnetic resonance imaging between 2015 and 2019. RESULTS Of the 131 patients, 41 (31.3 per cent) had normal scan findings, 50 (38.2 per cent) had insignificant paranasal mucosal disease and 6 (4.6 per cent) had mucosal thickening significant enough to require additional intervention. These interventions included repeat nasoendoscopy or commencement of intranasal or oral steroids. No patients had olfactory neuroblastoma. CONCLUSION Only 4.6 per cent of the magnetic resonance imaging scans revealed abnormal findings related to anosmia or dysosmia, and none required ENT surgical intervention. None of the magnetic resonance imaging scans identified an olfactory neuroblastoma or intracranial masses impacting on the olfactory pathway.
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Spiotta AM, Bellon RJ, Bohnstedt BN, Park MS, Sattur MG, Woodward BK. SMART Registry: Safety and Performance of the Penumbra SMART COIL System for Patients With Intracranial Aneurysms 4 mm and Smaller. Neurosurgery 2022; 91:555-561. [PMID: 35876673 DOI: 10.1227/neu.0000000000002073] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 05/09/2022] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND The Penumbra SMART COIL System includes a novel generation of embolic coils composed of complex and WAVE shape properties with varying levels of softness. OBJECTIVE To assess safety and efficacy of the SMART COIL System through a 1-year follow-up in patients with small intracranial aneurysms. METHODS This subset analysis of the SMART Registry, a prospective, multicenter study, includes patients with small intracranial aneurysms (≤4 mm) treated with the SMART COIL System. Registry end points include retreatment rates through 1 year, procedural device-related serious adverse events, and adequate occlusion postprocedure. RESULTS Of 905 enrolled patients with aneurysms, 172 (19.0%) had small (≤4 mm) aneurysms (75.6% female; mean age 57.2 ± 13.4 years). 30.8% (53/172) of small aneurysms were ruptured, of which 50.9% (27/53) had Hunt and Hess ≥3. 79.5% (132/166) were wide-necked. Stent-assisted coiling and balloon-assisted coiling were performed in 37.2% (64/172) and 22.1% (38/172) of patients, respectively. The mean packing density for very small aneurysms was 44.9 (SD 25.23). Raymond Class I and Class II were achieved in 89.5% (154/172) postprocedure and 97.2% (137/141) at 1 year. The retreatment rate through 1 year was 5.6% (8/142), and the recanalization rate was 7.1% (10/141). The periprocedural device-related serious adverse event rate was 2.9% (5/172). Intraprocedural aneurysm rupture occurred in 0.8% of patients. CONCLUSION This analysis suggests that the SMART COIL System is safe and efficacious in small aneurysms with satisfactory occlusion rates and low rates of rupture or rerupture. At 1 year, patients had low retreatment rates and good clinical outcomes.
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Affiliation(s)
- Alejandro M Spiotta
- Department of Neurosurgery, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Richard J Bellon
- Department of Neurointerventional Surgery, Radiology Imaging Associates Neurovascular Clinic, Englewood, Colorado, USA
| | - Bradley N Bohnstedt
- Department of Neurosurgery, Indiana University Health Physicians (University of Oklahoma Health Sciences Center), Indianapolis, Indiana, USA
| | - Min S Park
- Department of Neurological Surgery, University of Virginia, Charlottesville, Virginia, USA
| | - Mithun G Sattur
- Department of Neurosurgery, Medical University of South Carolina, Charleston, South Carolina, USA
| | - B Keith Woodward
- Department of Radiology, Fort Sanders Regional Medical Center, Knoxville, Tennessee, USA
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Mondragón-Soto MG, Villanueva-Castro E, Tovar-Romero LA, Aragón-Arreola JF, Sangrador-Deitos MV, Cano-Velázquez G, Villanueva-Solórzano PL, Gómez-Amador JL. Magnetic resonance imaging finding of coexistence of bilateral paraclinoid aneurysms in a patient with a nonfunctioning macroadenoma, simultaneous resection, and clipping: illustrative case. JOURNAL OF NEUROSURGERY: CASE LESSONS 2022; 3:CASE21720. [PMID: 36273858 PMCID: PMC9379769 DOI: 10.3171/case21720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 01/28/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND
Unruptured incidental intracranial aneurysm can coexist with pituitary adenoma, however, the occurrence is extremely rare. Timely diagnosis of asymptomatic intracranial aneurysms with pituitary adenoma may lead to planning a tailored surgical strategy to deal with both pathologies simultaneously. A case of a patient who underwent transcranial resection of a pituitary adenoma with clipping of two mirror aneurysms is reported.
OBSERVATIONS
A 55-year-old female presented with deterioration of visual acuity that progressed over 1 year, as well as presence of right eyelid ptosis. Magnetic resonance imaging of the head showed the presence of an intrasellar pituitary macroadenoma. Bilateral paraclinoid aneurysms were documented to be in contact with the pituitary tumor. The patient underwent surgery with simultaneous aneurysm clipping and tumor resection through a standard pterional approach with intradural clinoidectomy. The aneurysms were successfully clipped after the tumoral debulking. After clipping, the pseudocapsule was fully resected.
LESSONS
Various treatment options are available. Although endovascular securing of the aneurysms prior to the tumor resection would be ideal, in cases in which this resource is not readily available at all times, the surgeon must be prepared to solve pathologies with an elevated level of complexity.
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Affiliation(s)
- Michel G. Mondragón-Soto
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Eliezer Villanueva-Castro
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Leoncio A. Tovar-Romero
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Jorge F. Aragón-Arreola
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Marcos V. Sangrador-Deitos
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Gerardo Cano-Velázquez
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Pedro L. Villanueva-Solórzano
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
| | - Juan L. Gómez-Amador
- Department of Neurosurgery, Instituto Nacional de Neurología y Neurocirugía “Dr. Manuel Velasco Suárez,” Mexico City, Mexico
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Marasini A, Shrestha A, Phuyal S, Zaidat OO, Kalia JS. Role of Artificial Intelligence in Unruptured Intracranial Aneurysm: An Overview. Front Neurol 2022; 13:784326. [PMID: 35280303 PMCID: PMC8904392 DOI: 10.3389/fneur.2022.784326] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 01/04/2022] [Indexed: 12/23/2022] Open
Abstract
Intracranial aneurysms (IAs) are a significant public health concern. In populations without comorbidity and a mean age of 50 years, their prevalence is up to 3.2%. An efficient method for identifying subjects at high risk of an IA is warranted to provide adequate radiological screening guidelines and effectively allocate medical resources. Artificial intelligence (AI) has received worldwide attention for its impressive performance in image-based tasks. It can serve as an adjunct to physicians in clinical settings, improving diagnostic accuracy while reducing physicians' workload. AI can perform tasks such as pattern recognition, object identification, and problem resolution with human-like intelligence. Based on the data collected for training, AI can assist in decisions in a semi-autonomous manner. Similarly, AI can identify a likely diagnosis and also, select a suitable treatment based on health records or imaging data without any explicit programming (instruction set). Aneurysm rupture prediction is the holy grail of prediction modeling. AI can significantly improve rupture prediction, saving lives and limbs in the process. Nowadays, deep learning (DL) has shown significant potential in accurately detecting lesions on medical imaging and has reached, or perhaps surpassed, an expert-level of diagnosis. This is the first step to accurately diagnose UIAs with increased computational radiomicis. This will not only allow diagnosis but also suggest a treatment course. In the future, we will see an increasing role of AI in both the diagnosis and management of IAs.
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Affiliation(s)
| | | | - Subash Phuyal
- Department of Neurointerventional Radiology, Upendra Devkota Memorial National Institute of Neurological and Allied Sciences, Kathmandu, Nepal
| | - Osama O Zaidat
- Departments of Endovascular Neurosurgery and Stroke, St. Vincent Mercy Medical Center, Toledo, OH, United States
| | - Junaid Siddiq Kalia
- AINeuroCare Academy, Dallas, TX, United States.,Clinical Strategy, VeeOne Health Inc., Roseville, CA, United States.,neurologypocketbook.com, Dallas, TX, United States
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Machine Learning and Intracranial Aneurysms: From Detection to Outcome Prediction. ACTA NEUROCHIRURGICA. SUPPLEMENT 2021; 134:319-331. [PMID: 34862556 DOI: 10.1007/978-3-030-85292-4_36] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Machine learning (ML) is a rapidly rising research tool in biomedical sciences whose applications include segmentation, classification, disease detection, and outcome prediction. With respect to traditional statistical methods, ML algorithms have the potential to learn and improve their predictive performance when fed with large data sets without the need of being specifically programmed. In recent years, this technology has been increasingly applied for tackling clinical issues in intracranial aneurysm (IA) research. Several studies attempted to provide reliable models for enhanced aneurysm detection. Convolutional neural networks trained with variable degrees of human interaction on data from diverse imaging modalities showed high sensitivity in aneurysm detection tasks, also outperforming expert image analysis. Algorithms were also shown to differentiate ruptured from unruptured IAs, with however limited clinical relevance. For prediction of rupture and stability assessment, ML was preliminarily shown to achieve better performance compared to conventional statistical methods and existing risk scores. ML-based complication and functional outcome prediction in the event of SAH have been more extensively reported, in contrast with periprocedural outcome investigation in unruptured IA patients. ML has the potential to be a game changer in IA patient management. Currently clinical translation of experimental results is limited.
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