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1.
Artigo em Inglês | MEDLINE | ID: mdl-38698609

RESUMO

INTRODUCTION: The purpose of this study is to evaluate the patient selection methods, treatment outcomes, complications, clinical and radiological follow-up after renal angiomyolipoma (AML) treatment with selective arterial embolization (SAE) in an Australian metropolitan tertiary centre. METHODS: This study presents a retrospective single-centre review of patients' medical records who underwent SAE for renal AML during the period of 1st January 2012 and 1st January 2023. RESULTS: A total of 32 SAE procedures for renal AML occurred during the study period. Three episodes were classified as emergency cases [9.38%] and the remaining 29 were treated electively. Mean AML size pre-treatment was 69.45 mm (range = 33-177; SD = 31.69). All AMLs demonstrated hyper-vascularity on contrast-enhanced cross-sectional imaging (arterial-phase enhancement characteristics and/or prominent tortuous feeding vessels) [n = 32; 100%] or an intralesional aneurysm or pseudoaneurysm [n = 12; 42.85%]. Periprocedural complications [n = 3; 9.38%] included: one intralesional haemorrhage after embolization, one vascular access site complication, and one lipiduria-associated urinary tract infection. No patients suffered a life-threatening complication, non-target embolization, deterioration in renal function or death following SAE. Re-treatment with SAE was performed in only three patients [10.71%]. Hospital mean length of stay was 1.58 days. Median durations of clinical and radiological follow-up post-treatment were 493 days (range = 104-1645) and 501 days (range = 35-1774), respectively. Follow-up imaging revealed AML total size reduction in all cases [mean = -17.17 mm; -26.51%] and 50% had obliteration of lesion hyper-vascularity after one episode of SAE. Outpatient clinical follow-up signifies that none of the patients included in the study have re-presented with lesion haemorrhage after successful SAE. CONCLUSION: In this study, renal AMLs were treated safely with a high degree of success by using SAE, and there were very low rates of periprocedural complications. Follow-up of patients after SAE treatment of renal AML should include both radiological (assessment for reduction in lesion vascularity and size) and clinical review in an outpatient clinic setting (either by an interventional radiologist or urologist).

3.
Cardiovasc Intervent Radiol ; 45(8): 1102-1113, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35355094

RESUMO

BACKGROUND: Pulmonary metastasectomy has been widely adopted in the treatment of metastatic disease. In recent years image guided ablation has seen increased use in the treatment of thoracic malignancies. The objective of this study was to evaluate oncological outcomes following percutaneous ablation (PA) of pulmonary metastasis. METHODS: A comprehensive search of the PubMed, MEDLINE and EMBASE databases from January 2000 to August 2021 was performed to identify studies evaluating patient survival following ablation of lung metastasis. Pooled outcomes have been presented with a random effects model to assess primary outcomes of overall survival, progression free survival and 1-year local control. Secondary outcomes included procedural mortality, major complications, and the incidence of pneumothorax. RESULTS: A total of 24 studies were identified. The pooled median overall survival was 5.13 [95% confidence interval (CI): 4.37-6.84] years, and the 1-, 3-, 5-year progression free survival rates were 53%, 26% and 20% respectively. The 1-year local control rate was 91% (95%CI: 86-95%). Periprocedural mortality was rare (0%; 95%CI: 0-1%), as were major complications excluding pneumothorax (1%; 95%CI: 1-2%). Pneumothorax developed in 44% of ablation sessions, although only half of these required chest tube placement. Most patients were able to be discharged day one post-procedurally. CONCLUSION: PA demonstrates high overall, progression free and local tumour survival in patients with lung metastasis. Complications and mortality are also rare. Consideration of its use should be made in a tumour board meeting in conjunction with surgical and radiotherapy perspectives for targeted local control of metastases.


Assuntos
Ablação por Cateter , Neoplasias Pulmonares , Pneumotórax , Ablação por Cateter/efeitos adversos , Ablação por Cateter/métodos , Humanos , Neoplasias Pulmonares/patologia , Recidiva Local de Neoplasia/cirurgia , Pneumotórax/epidemiologia , Pneumotórax/etiologia , Estudos Retrospectivos , Taxa de Sobrevida , Resultado do Tratamento
4.
J Neurointerv Surg ; 14(8): 799-803, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-34426539

RESUMO

BACKGROUND: Delivery of acute stroke endovascular intervention can be challenging because it requires complex coordination of patient and staff across many different locations. In this proof-of-concept paper we (a) examine whether WiFi fingerprinting is a feasible machine learning (ML)-based real-time location system (RTLS) technology that can provide accurate real-time location information within a hospital setting, and (b) hypothesize its potential application in streamlining acute stroke endovascular intervention. METHODS: We conducted our study in a comprehensive stroke care unit in Melbourne, Australia that offers a 24-hour mechanical thrombectomy service. ML algorithms including K-nearest neighbors, decision tree, random forest, support vector machine and ensemble models were trained and tested on a public WiFi dataset and the study hospital WiFi dataset. The hospital dataset was collected using the WiFi explorer software (version 3.0.2) on a MacBook Pro (AirPort Extreme, Broadcom BCM43x×1.0). Data analysis was implemented in the Python programming environment using the scikit-learn package. The primary statistical measure for algorithm performance was the accuracy of location prediction. RESULTS: ML-based WiFi fingerprinting can accurately predict the different hospital zones relevant in the acute endovascular intervention workflow such as emergency department, CT room and angiography suite. The most accurate algorithms were random forest and support vector machine, both of which were 98% accurate. The algorithms remain robust when new data points, which were distinct from the training dataset, were tested. CONCLUSIONS: ML-based RTLS technology using WiFi fingerprinting has the potential to streamline delivery of acute stroke endovascular intervention by efficiently tracking patient and staff movement during stroke calls.


Assuntos
Aprendizado de Máquina , Acidente Vascular Cerebral , Algoritmos , Humanos , Software , Acidente Vascular Cerebral/diagnóstico por imagem , Acidente Vascular Cerebral/cirurgia , Máquina de Vetores de Suporte
6.
J Med Imaging Radiat Oncol ; 66(3): 391-403, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-34894071

RESUMO

Intracranial atherosclerotic disease is highly prevalent and a common cause of ischaemic stroke globally. With the increasing use of endovascular treatment for acute stroke management, computed tomography and magnetic resonance imaging have become an essential part of patient selection. In this review, we present the typical imaging findings of intracranial atherosclerosis and an overview of management as relevant to diagnostic and interventional radiologists.


Assuntos
Isquemia Encefálica , Arteriosclerose Intracraniana , AVC Isquêmico , Acidente Vascular Cerebral , Isquemia Encefálica/diagnóstico por imagem , Isquemia Encefálica/terapia , Humanos , Arteriosclerose Intracraniana/diagnóstico por imagem , Arteriosclerose Intracraniana/terapia , Imageamento por Ressonância Magnética , Acidente Vascular Cerebral/diagnóstico por imagem , Acidente Vascular Cerebral/terapia
7.
J Med Imaging Radiat Oncol ; 65(7): 850-857, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-34105874

RESUMO

INTRODUCTION: The global demand for endovascular clot retrieval (ECR) has grown rapidly in recent years creating challenges to healthcare system planning and resource allocation. This study aims to apply our established computational model to predict and optimise the performance and resource allocation of ECR services within regional Australia, and applying data from the state of South Australia as a modelling exercise. METHOD: Local geographic information obtained using the Google Maps application program interface and real-world data was input into the discrete event simulation model we previously developed. The results were obtained after the simulation was run over 5 years. We modelled and compared a single-centre and two-centre ECR service delivery system. RESULTS: Based on the input data, this model was able to simulate the ECR delivery system in the state of South Australia from the moment when emergency services were notified of a potential stroke patient to potential delivery of ECR treatment. In the model, ECR delivery improved using a two-centre system compared to a one-centre system, as the percentage of stroke patients requiring ECR was increased. When 15% of patients required ECR, the proportion of 'failure to receive ECR' cases for a single-centre system was 17.35%, compared to 3.71% for a two-centre system. CONCLUSIONS: Geolocation and resource utilisation within the ECR delivery system are crucial in optimising service delivery and patient outcome. Under the model assumptions, as the number of stroke cases requiring ECR increased, a two-centre ECR system resulted in increased timely ECR delivery, compared to a single-centre system. This study demonstrated the flexibility and the potential application of our DES model in simulating the stroke service within any location worldwide.


Assuntos
Procedimentos Endovasculares , Acidente Vascular Cerebral , Trombose , Austrália , Humanos , Software , Acidente Vascular Cerebral/diagnóstico por imagem , Acidente Vascular Cerebral/terapia
8.
Artigo em Inglês | MEDLINE | ID: mdl-34050596

RESUMO

Artificial intelligence (AI) is making a profound impact in healthcare, with the number of AI applications in medicine increasing substantially over the past five years. In acute stroke, it is playing an increasingly important role in clinical decision-making. Contemporary advances have increased the amount of information - both clinical and radiological - which clinicians must consider when managing patients. In the time-critical setting of acute stroke, AI offers the tools to rapidly evaluate and consolidate available information, extracting specific predictions from rich, noisy data. It has been applied to the automatic detection of stroke lesions on imaging and can guide treatment decisions through the prediction of tissue outcomes and long-term functional outcomes. This review examines the current state of AI applications in stroke, exploring their potential to reform stroke care through clinical decision support, as well as the challenges and limitations which must be addressed to facilitate their acceptance and adoption for clinical use.

9.
J Med Imaging Radiat Oncol ; 65(2): 182-187, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33506608

RESUMO

INTRODUCTION: Social media provides opportunities for Interventional Radiologists to share research, communicate with colleagues, provide health information and advertise their clinical practice. This study aims to examine the online and social media presence of currently practicing Australian Interventional Radiologists. METHODS: Systematic Google searches were undertaken in May 2019 and updated in May 2020 to identify practicing Interventional Radiologists in Australia. Comprehensive searches of practice websites and social media platforms (Facebook, LinkedIn, Twitter, ResearchGate, YouTube) were undertaken for each Interventional Radiologist. RESULTS: There were 265 Interventional Radiologists identified as currently practising in Australia, including 209 Interventional Radiologists (excluding Interventional Neuroradiologists), 49 Interventional Neuroradiologists and 7 that practise across both Interventional Radiology and Interventional Neuroradiology. 72% of Interventional Radiologists had at least one social media account, with LinkedIn the most widely used social media platform (60%). There was a significant negative correlation between the total number of social media accounts and years in practice (P = 0.04). Across the states, a higher population per IR was positively correlated with a higher average number of social media accounts per IR (P = 0.04). Interventional Neuroradiologists had a significantly higher average number of social media accounts compared to Interventional Radiologists (1.94 vs 1.29, P < 0.01). CONCLUSIONS: Most Australian Interventional Radiologists have a readily identifiable social media presence. There is potential for further utilisation of social media for academic, educational and business purposes.


Assuntos
Radiologia Intervencionista , Mídias Sociais , Austrália , Humanos , Radiologistas
10.
J Neurointerv Surg ; 13(4): 369-378, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33479036

RESUMO

Artificial intelligence is a rapidly evolving field, with modern technological advances and the growth of electronic health data opening new possibilities in diagnostic radiology. In recent years, the performance of deep learning (DL) algorithms on various medical image tasks have continually improved. DL algorithms have been proposed as a tool to detect various forms of intracranial hemorrhage on non-contrast computed tomography (NCCT) of the head. In subtle, acute cases, the capacity for DL algorithm image interpretation support might improve the diagnostic yield of CT for detection of this time-critical condition, potentially expediting treatment where appropriate and improving patient outcomes. However, there are multiple challenges to DL algorithm implementation, such as the relative scarcity of labeled datasets, the difficulties in developing algorithms capable of volumetric medical image analysis, and the complex practicalities of deployment into clinical practice. This review examines the literature and the approaches taken in the development of DL algorithms for the detection of intracranial hemorrhage on NCCT head studies. Considerations in crafting such algorithms will be discussed, as well as challenges which must be overcome to ensure effective, dependable implementations as automated tools in a clinical setting.


Assuntos
Algoritmos , Aprendizado Profundo , Cabeça/diagnóstico por imagem , Hemorragias Intracranianas/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Inteligência Artificial/tendências , Aprendizado Profundo/tendências , Humanos , Neuroimagem/métodos , Neuroimagem/tendências , Radiografia/métodos , Radiografia/tendências , Tomografia Computadorizada por Raios X/tendências
11.
J Neurointerv Surg ; 12(11): 1053-1057, 2020 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-32680876

RESUMO

BACKGROUND: Operating rooms contribute between 20% to 70% of hospital waste. This study aimed to evaluate the waste burden of neurointerventional procedures performed in a radiology department, identify areas for waste reduction, and motivate new greening initiatives. METHODS: We performed a waste audit of 17 neurointerventional procedures at a tertiary-referral center over a 3-month period. Waste was categorized into five streams: general waste, clinical waste, recyclable plastic, recyclable paper, and sharps. Our radiology department started recycling soft plastics from 13 December 2019. Hence, an additional recyclable soft plastic waste stream was added from this time point. The weight of each waste stream was measured using a digital weighing scale. RESULTS: We measured the waste from seven cerebral digital subtraction angiograms (DSA), six mechanical thrombectomies (MT), two aneurysm-coiling procedures, one coiling with tumour embolization, and one dural arteriovenous fistula embolization procedure. In total, the 17 procedures generated 135.3 kg of waste: 85.5 kg (63.2%) clinical waste, 28.0 kg (20.7%) general waste, 14.7 kg (10.9%) recyclable paper, 3.5 kg (2.6%) recyclable plastic, 2.2 kg (1.6%) recyclable soft plastic, and 1.4 kg (1.0%) of sharps. An average of 8 kg of waste was generated per case. Coiling cases produced the greatest waste burden (13.1 kg), followed by embolization (10.3 kg), MT (8.8 kg), and DSA procedures (5.1 kg). CONCLUSION: Neurointerventional procedures generate a substantial amount of waste, an average of 8 kg per case. Targeted initiatives such as engaging with suppliers to revise procedure packs and reduce packaging, digitizing paper instructions, opening devices only when necessary, implementing additional recycling programs, and appropriate waste segregation have the potential to reduce the environmental impact of our specialty.


Assuntos
Anestesia por Condução/estatística & dados numéricos , Resíduos de Serviços de Saúde/estatística & dados numéricos , Angiografia Digital/estatística & dados numéricos , Austrália , Angiografia Cerebral/estatística & dados numéricos , Embalagem de Medicamentos/estatística & dados numéricos , Embolização Terapêutica/estatística & dados numéricos , Humanos , Auditoria Administrativa , Resíduos de Serviços de Saúde/prevenção & controle , Salas Cirúrgicas , Papel , Plásticos , Reciclagem , Centros de Atenção Terciária
12.
BMC Cancer ; 20(1): 483, 2020 May 29.
Artigo em Inglês | MEDLINE | ID: mdl-32471447

RESUMO

BACKGROUND: Repeat transarterial chemoembolisation (rTACE) is often required for hepatocellular carcinoma (HCC) to achieve disease control, however, current practice guidelines regarding treatment allocation vary significantly. This study aims to identify key factors associated with patient survival following rTACE to facilitate treatment allocation and prognostic discussion. METHOD: Patients with HCC undergoing rTACE at six Australian tertiary centers from 2009 to 2014 were included. Variables encompassing clinical, tumour, treatment type and response factors were analysed against the primary outcome of overall survival. Univariate analysis and multivariate Cox regression modelling were used to identify factors pre- and post-TACE therapy significantly associated with survival. RESULTS: Total of 292 consecutive patients underwent rTACE with mainly Child Pugh A cirrhosis (61%) and BCLC stage A (57%) disease. Median overall survival (OS) was 30 months (IQR 15.2-50.2) from initial TACE. On multivariate analysis greater tumour number (p = 0.02), higher serum bilirubin (p = 0.007) post initial TACE, and hepatic decompensation (p = 0.001) post second TACE were associated with reduced survival. Patients with serum AFP ≥ 200 ng/ml following initial TACE had lower survival (p = 0.001), compared to patients with serum AFP level that remained < 200 ng/ml post-initial TACE, with an overall survival of 19.4 months versus 34.7 months (p = 0.0001) respectively. CONCLUSION: Serum AFP level following initial treatment in patients undergoing repeat TACE for HCC is a simple and useful clinical prognostic marker. Moreover, it has the potential to facilitate appropriate patient selection for rTACE particularly when used in conjunction with baseline tumour burden and severity of hepatic dysfunction post-initial TACE.


Assuntos
Carcinoma Hepatocelular/terapia , Quimioembolização Terapêutica/métodos , Neoplasias Hepáticas/terapia , Recidiva Local de Neoplasia/terapia , alfa-Fetoproteínas/análise , Idoso , Austrália/epidemiologia , Carcinoma Hepatocelular/sangue , Carcinoma Hepatocelular/mortalidade , Quimioembolização Terapêutica/efeitos adversos , Feminino , Seguimentos , Humanos , Estimativa de Kaplan-Meier , Neoplasias Hepáticas/sangue , Neoplasias Hepáticas/mortalidade , Masculino , Pessoa de Meia-Idade , Recidiva Local de Neoplasia/sangue , Recidiva Local de Neoplasia/mortalidade , Seleção de Pacientes , Prognóstico , Retratamento/efeitos adversos , Retratamento/métodos , Estudos Retrospectivos , Resultado do Tratamento
14.
J Neurointerv Surg ; 12(5): 442-447, 2020 May.
Artigo em Inglês | MEDLINE | ID: mdl-31974279

RESUMO

No aspect of neurointerventional practice has been associated with as longstanding contention and debate as to its effectiveness as has vertebroplasty (VP). Four blinded randomized controlled trials published since 2009 have demonstrated conflicting results regarding a conferred benefit in pain reduction and functional improvement for patients who undergo VP for osteoporotic vertebral compression fractures. Significant heterogeneity exists between each of these trials, which has resulted in difficulty for interventionalists and surgeons to translate the trial findings into routine clinical practice. In addition, patients and their families are ever more enlightened and enabled via the internet and social media to review both medical literature and websites. Without the proper background and context, their decisions may be lacking appropriate and necessary scientific discussion. This review article summarizes the randomized controlled trial data to date, with particular focus on the aforementioned four blinded studies. We will also evaluate the profound impact of the decrease in vertebral augmentation utilization on short- and long-term patient morbidity and mortality using available national and administrative datasets from both within the USA and internationally. We also consider future trial design to help evaluate this procedure and determine its role in modern neurointerventional practice.


Assuntos
Políticas Editoriais , Medicina Baseada em Evidências/normas , Publicações Periódicas como Assunto/normas , Vertebroplastia/normas , Tomada de Decisões , Medicina Baseada em Evidências/métodos , Fraturas por Compressão/cirurgia , Humanos , Cifoplastia/métodos , Cifoplastia/normas , Fraturas por Osteoporose/cirurgia , Medição da Dor/métodos , Medição da Dor/normas , Procedimentos de Cirurgia Plástica/métodos , Procedimentos de Cirurgia Plástica/normas , Fraturas da Coluna Vertebral/cirurgia , Resultado do Tratamento , Vertebroplastia/métodos
15.
J Med Imaging Radiat Oncol ; 61(1): 77-81, 2017 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-27860392

RESUMO

The differential diagnoses for chronic peripheral neuropathy are broad and diagnosing a cause can be challenging. We present a case of isolated perineural spread of adenoid cystic carcinoma to the trigeminal nerve involving skull base foramina and Meckel's cave in the setting of chronic trigeminal neuropathy and no known prior malignancy. Computed tomography-guided core (CT) needle biopsy was needed to arrive at a diagnosis and a novel approach was required to obtain tissue from the trigeminal nerve lesion at foramen ovale.


Assuntos
Carcinoma Adenoide Cístico/patologia , Neoplasias de Cabeça e Pescoço/patologia , Radiografia Intervencionista , Tomografia Computadorizada por Raios X , Doenças do Nervo Trigêmeo , Nervo Trigêmeo/diagnóstico por imagem , Idoso , Carcinoma Adenoide Cístico/diagnóstico por imagem , Doença Crônica , Diagnóstico Diferencial , Feminino , Neoplasias de Cabeça e Pescoço/diagnóstico por imagem , Humanos , Biópsia Guiada por Imagem/métodos , Nervo Trigêmeo/patologia
16.
Cardiovasc Intervent Radiol ; 39(3): 467-71, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26206598

RESUMO

Management of intractable haematuria and obstructive urosepsis from upper tract urothelial carcinoma can be problematic in patients not suitable for surgery, chemotherapy or radiotherapy. Interventional radiology techniques provide alternative approaches in this setting, such as complete kidney embolization to cease urine output, percutaneous nephrostomy, antegrade injection of sclerotherapy agents and sterilisation of the upper collecting system. Related approaches have been successfully employed to sclerose renal cysts, lymphoceles, chyluria and intractable lower tract haemorrhage. No reports of percutaneous, antegrade sclerotherapy in the upper urinary tract have previously been published. We present a case of recurrent haematuria and obstructive urosepsis caused by invasive upper tract urothelial carcinoma in a non-operative patient, which was treated with renal embolisation and percutaneous upper tract urothelial sclerotherapy.


Assuntos
Carcinoma de Células de Transição/complicações , Embolização Terapêutica/métodos , Hematúria/terapia , Escleroterapia/métodos , Obstrução Ureteral/terapia , Infecções Urinárias/terapia , Neoplasias Urológicas/complicações , Idoso de 80 Anos ou mais , Etanol/administração & dosagem , Hematúria/etiologia , Humanos , Rim/efeitos dos fármacos , Masculino , Cuidados Paliativos , Implantação de Prótese , Recidiva , Artéria Renal/efeitos dos fármacos , Sepse/etiologia , Sepse/terapia , Stents , Obstrução Ureteral/diagnóstico por imagem , Obstrução Ureteral/etiologia , Infecções Urinárias/etiologia , Neoplasias Urológicas/diagnóstico por imagem
17.
J Vasc Interv Radiol ; 26(12): 1860-5, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26596179

RESUMO

This report presents a series of five patients unsuitable for surgery who had nonretrievable self-expanding metallic stents deployed along the cystic duct as treatment for benign and malignant causes of gallbladder obstruction. Techniques are described for draining cholecystitis, removing gallstones, bypassing gallbladder obstructions, and inserting metallic stents across the cystic duct to restore permanent antegrade gallbladder drainage in acute and chronic cholecystitis. Symptoms resolved in all cases, and stents remained patent for as long as 22 months. This procedure may be an effective alternative to cholecystectomy or long-term gallbladder drainage for patients in inoperable condition.


Assuntos
Colecistite/terapia , Colestase/terapia , Ducto Cístico/cirurgia , Drenagem/instrumentação , Implantação de Prótese/métodos , Stents , Idoso , Colecistite/complicações , Colecistite/diagnóstico , Colestase/diagnóstico , Colestase/etiologia , Drenagem/métodos , Feminino , Humanos , Masculino , Metais , Pessoa de Meia-Idade , Desenho de Prótese , Resultado do Tratamento
19.
Am J Clin Oncol ; 32(1): 73-85, 2009 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-19194129

RESUMO

Meningiomas are the most common intracranial primary neoplasm in adults. Over recent years, interest in this clinically diverse group of tumors has intensified, bringing new questions and challenges to the fore, particularly in the fields of epidemiology, radiology, pathology, genetics, and treatment. Interest in modern meningioma research has been stimulated by the high tumor prevalence and the advances in technology. The incidence of meningiomas is climbing, and may indicate increased exposure to environmental risk factors or more sensitive diagnostic modalities. Technological advances have dramatically improved radiologic imaging and radiotherapy treatments, and further refinements are under investigation. Furthermore, the current era of tumor genetics and molecular biology is challenging translational researchers to discover new, targeted, therapeutic agents. This review is an update on the recent advances in the understanding of meningiomas and their management, and highlights pertinent research questions to be addressed in the future.


Assuntos
Neoplasias Meníngeas/patologia , Meningioma/patologia , Humanos , Neoplasias Meníngeas/terapia , Meningioma/terapia , Prognóstico , Fatores de Risco
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