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Zhang X, Tian Q, Wang L, Liu Y, Li B, Liang Z, Gao P, Zheng K, Zhao B, Lu H. Radiomics Strategy for Molecular Subtype Stratification of Lower-Grade Glioma: Detecting IDH and TP53 Mutations Based on Multimodal MRI. J Magn Reson Imaging 2018; 48:916-926. [PMID: 29394005 DOI: 10.1002/jmri.25960] [Citation(s) in RCA: 72] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 01/12/2018] [Accepted: 01/12/2018] [Indexed: 11/11/2022] Open
Abstract
BACKGROUND Noninvasive detection of isocitrate dehydrogenase (IDH) and TP53 mutations are meaningful for molecular stratification of lower-grade gliomas (LrGG). PURPOSE To explore potential MRI features reflecting IDH and TP53 mutations of LrGG, and propose a radiomics strategy for detecting them. STUDY TYPE Retrospective, radiomics. POPULATION/SUBJECTS A total of 103 LrGG patients were separated into development (n = 73) and validation (n = 30) cohorts. FIELD STRENGTH/SEQUENCE T1 -weighted (before and after contrast-enhanced), T2 -weighted, and fluid-attenuation inversion recovery images from 1.5T (n = 37) or 3T (n = 66) scanners. ASSESSMENT After data preprocessing, high-throughput features were derived from patients' volumes of interests of different sequences. The support vector machine-based recursive feature elimination (SVM-RFE) was adopted to find the optimal features for IDH and TP53 mutation detection. SVM models were trained and tested on development and validation cohort. The commonly used metric was used for assessing the efficiency. STATISTICAL TESTS One-way analysis of variance (ANOVA), chi-square, or Fisher's exact test were applied on clinical characteristics to confirm whether significant differences exist between three molecular subtypes decided by IDH and TP53 status. Intraclass correlation coefficients were calculated to assess the robustness of the radiomics features. RESULTS The constituent ratio of histopathologic subtypes was significantly different among three molecular subtypes (P = 0.017). SVM models for detecting IDH and TP53 mutation were established using 12 and 22 optimal features selected by SVM-RFE. The accuracies and area under the curves for IDH and TP53 mutations on the development cohort were 84.9%, 0.830, and 92.0%, 0.949, while on the validation cohort were 80.0%, 0.792, and 85.0%, 0.869, respectively. Furthermore, the stratified accuracies of three subtypes were 72.8%, 71.9%, and 70%, respectively. DATA CONCLUSION Using a radiomics approach integrating SVM model and multimodal MRI features, molecular subtype stratification of LGG patients was implemented through detecting IDH and TP53 mutations. The results suggested that the proposed approach has promising detecting efficiency and T2 -weighted image features are more important than features from other images. LEVEL OF EVIDENCE 3 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2018;48:916-926.
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Affiliation(s)
- Xi Zhang
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Qiang Tian
- Department of Radiology, Tangdu Hospital, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Liang Wang
- Department of Neurosurgery, Tangdu Hospital, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Yang Liu
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Baojuan Li
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Zhengrong Liang
- Departments of Radiology, Computer Science and Biomedical Engineering, State University of New York, Stony Brook, New York, USA
| | - Peng Gao
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Kaizhong Zheng
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Bofeng Zhao
- Department of Radiology, Tangdu Hospital, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
| | - Hongbing Lu
- Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, P.R. China
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Iv M, Yoon BC, Heit JJ, Fischbein N, Wintermark M. Current Clinical State of Advanced Magnetic Resonance Imaging for Brain Tumor Diagnosis and Follow Up. Semin Roentgenol 2018; 53:45-61. [DOI: 10.1053/j.ro.2017.11.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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53
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Martínez-Garcia M, Álvarez-Linera J, Carrato C, Ley L, Luque R, Maldonado X, Martínez-Aguillo M, Navarro LM, Vaz-Salgado MA, Gil-Gil M. SEOM clinical guidelines for diagnosis and treatment of glioblastoma (2017). Clin Transl Oncol 2018; 20:22-28. [PMID: 29086250 PMCID: PMC5785619 DOI: 10.1007/s12094-017-1763-6] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2017] [Accepted: 10/04/2017] [Indexed: 11/08/2022]
Abstract
Glioblastoma (GB) is the most common brain malignancy and accounts for over 50% of all high-grade gliomas. Radiotherapy (RT) with concomitant and adjuvant temozolomide (TMZ) chemotherapy is the current standard of care for patients with newly diagnosed GB up to age 70. Recently, a new standard of care has been adopted for elderly patients (≥ 65 years) based on short course of RT and TMZ. Several clinically relevant molecular markers that assist in diagnosis and prognosis have recently been identified. The treatment for recurrent GB is not well defined, and decision-making is usually based on prior strategies as well as several clinical and radiological factors. The presence of neurologic deficits and seizures can significantly impact quality of life.
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Affiliation(s)
| | | | - C. Carrato
- Anatomía Patológica, Hospital Universitari Germans Trias i Pujol de Badalona, Barcelona, Spain
| | - L. Ley
- Neurocirugía, Hospital Ramón y Cajal, Madrid, Spain
| | - R. Luque
- Oncología Médica, Complejo Hospitalario Universitario de Granada Virgen de las Nieves, Granada, Spain
| | - X. Maldonado
- Oncología Radioterápica, Hospital Universitari Vall d’Hebron, Barcelona, Spain
| | | | - L. M. Navarro
- Oncología Médica, Hospital Universitario de Salamanca-IBSAL, Salamanca, Spain
| | | | - M. Gil-Gil
- Unidad de Neuro-oncologia. Oncología Médica Institut Català d’Oncologia (ICO)-Hospital Universitari de Bellvitge IDIBELL L’Hospitalet, C/de la Feixa Llarga, s/n, Hospitalet de Llobregat, 08907 Barcelona, Spain
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Papp L, Pötsch N, Grahovac M, Schmidbauer V, Woehrer A, Preusser M, Mitterhauser M, Kiesel B, Wadsak W, Beyer T, Hacker M, Traub-Weidinger T. Glioma Survival Prediction with Combined Analysis of In Vivo 11C-MET PET Features, Ex Vivo Features, and Patient Features by Supervised Machine Learning. J Nucl Med 2017; 59:892-899. [DOI: 10.2967/jnumed.117.202267] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2017] [Accepted: 10/31/2017] [Indexed: 01/03/2023] Open
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55
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Neuroimaging of Adult Gliomas: An Update. J Belg Soc Radiol 2017; 101:8. [PMID: 30506026 PMCID: PMC6253020 DOI: 10.5334/jbr-btr.1415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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56
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Altieri R, Hirono S, Duffau H, Ducati A, Fontanella MM, La Rocca G, Melcarne A, Panciani PP, Spena G, Garbossa D. Natural history of de novo high grade glioma: first description of growth parabola. J Neurosurg Sci 2017; 64:399-403. [PMID: 28748908 DOI: 10.23736/s0390-5616.17.04067-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Etiopathogenesis and physiopathology of gliomas are largely unknown. Recently, many authors have proved a strict correlation between the velocity of diametric expansion (VDE) on the magnetic resonance imaging (MRI) and the biological behavior of these tumors, especially in low grade gliomas (LGGs). Unfortunately, natural history of High Grade Gliomas (HGGs) has not been well clarified because of its fast progression, late diagnoses and early surgical intervention. We describe, for the first time to our knowledge, the case of asymptomatic patient with an incidentally discovered de novo HGG with a total of 17 months of follow-up. A male patient was referred to our consultation for routinely follow-up after meningioma resection 5 years before. He underwent MRI every year without any neuroradiological alterations. A new MRI image presented a non-enhancing lesion in the right temporal lobe with 3.55 cm of mean tumor diameter (MTD) and 35.6 mm/year of VDE. After two months interval, the lesion had 3.97 cm of MTD and 27.8 mm/year of VDE. Although we have strongly suggested surgical resection, patient have delayed the operation for personal issues. After other 3 months, the tumor showed enhancement with 4.5 of MTD and 17.4 mm/year of VDE. We speculate that the descending parabola is due to initial mass effect and hypoxia of the tumor core. We also underline the crucial role of the VDE determining, in order to predict the nature of the lesion and address the most effective treatment for each patient.
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Affiliation(s)
- Roberto Altieri
- Unit of Neurosurgery, Città della Salute e della Scienza, University of Turin, Turin, Italy -
| | - Seiichiro Hirono
- Department of Neurosurgery, Graduate School of Medicine, Chiba University, Chiba, Japan
| | - Hugues Duffau
- Department of Neurosurgery, Gui de Chauliac Hospital, Montpellier University Medical Center, Montpellier, France
| | - Alessandro Ducati
- Unit of Neurosurgery, Città della Salute e della Scienza, University of Turin, Turin, Italy
| | - Marco M Fontanella
- Unit of Neurosurgery, Spedali Civili and University of Brescia, Brescia, Italy
| | - Giuseppe La Rocca
- Unit of Neurosurgery, School of Medicine, Sacred Heart Catholic University, Rome, Italy
| | - Antonio Melcarne
- Unit of Neurosurgery, Città della Salute e della Scienza, University of Turin, Turin, Italy
| | - Pier P Panciani
- Unit of Neurosurgery, Spedali Civili and University of Brescia, Brescia, Italy
| | - Giannantonio Spena
- Unit of Neurosurgery, Spedali Civili and University of Brescia, Brescia, Italy
| | - Diego Garbossa
- Unit of Neurosurgery, Città della Salute e della Scienza, University of Turin, Turin, Italy
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Abstract
Modern imaging techniques, particularly functional imaging techniques that interrogate some specific aspect of underlying tumor biology, have enormous potential in neuro-oncology for disease detection, grading, and tumor delineation to guide biopsy and resection; monitoring treatment response; and targeting radiotherapy. This brief review considers the role of magnetic resonance imaging and spectroscopy, and positron emission tomography in these areas and discusses the factors that limit translation of new techniques to the clinic, in particular, the cost and difficulties associated with validation in multicenter clinical trials.
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Affiliation(s)
- Kevin M Brindle
- Kevin M. Brindle, Richard J. Mair, and Alan J. Wright, Cancer Research UK Cambridge Institute, Cambridge; David Y. Lewis, Cancer Research UK Beatson Institute, Glasgow, United Kingdom; José L. Izquierdo-García, Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III and Centro de Investigación Biomédica en Red Enfermedades Respiratorias, Madrid, Spain
| | - José L Izquierdo-García
- Kevin M. Brindle, Richard J. Mair, and Alan J. Wright, Cancer Research UK Cambridge Institute, Cambridge; David Y. Lewis, Cancer Research UK Beatson Institute, Glasgow, United Kingdom; José L. Izquierdo-García, Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III and Centro de Investigación Biomédica en Red Enfermedades Respiratorias, Madrid, Spain
| | - David Y Lewis
- Kevin M. Brindle, Richard J. Mair, and Alan J. Wright, Cancer Research UK Cambridge Institute, Cambridge; David Y. Lewis, Cancer Research UK Beatson Institute, Glasgow, United Kingdom; José L. Izquierdo-García, Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III and Centro de Investigación Biomédica en Red Enfermedades Respiratorias, Madrid, Spain
| | - Richard J Mair
- Kevin M. Brindle, Richard J. Mair, and Alan J. Wright, Cancer Research UK Cambridge Institute, Cambridge; David Y. Lewis, Cancer Research UK Beatson Institute, Glasgow, United Kingdom; José L. Izquierdo-García, Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III and Centro de Investigación Biomédica en Red Enfermedades Respiratorias, Madrid, Spain
| | - Alan J Wright
- Kevin M. Brindle, Richard J. Mair, and Alan J. Wright, Cancer Research UK Cambridge Institute, Cambridge; David Y. Lewis, Cancer Research UK Beatson Institute, Glasgow, United Kingdom; José L. Izquierdo-García, Fundación Centro Nacional de Investigaciones Cardiovasculares Carlos III and Centro de Investigación Biomédica en Red Enfermedades Respiratorias, Madrid, Spain
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Rabadán AT, Hernandez D, Vazquez N, Torino R, Marcelo BV. Assessment of accessibility to the diagnosis and treatment of brain tumors in Argentina: Preliminary results. Surg Neurol Int 2017; 8:118. [PMID: 28680737 PMCID: PMC5482164 DOI: 10.4103/sni.sni_497_16] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2016] [Accepted: 04/10/2017] [Indexed: 12/02/2022] Open
Abstract
Background: As far as public health is concerned, brain tumors burden is significant despite their low incidence, because they comprise high direct costs (specific diagnostic resources, high complexity treatments, and rehabilitation) and high-unforeseen costs (labor leave, family, and social issues). Although the Argentine's Health System is supposed to provide healthcare to all the population, it would not guarantee equity of access for brain tumors treatment. In order to analyze this hypothesis we decided to carry out a survey to obtain data on access, availability and resources for tumor management in Argentina. Methods: An online questionnaire with eight dimensions and 29 queries was conducted addressing all professionals involved in tumor management. Two variables were generated: (1) type of medical center according to their financial support, and (2) the geographic region (GeoR). Analysis of association between these variables and the accessibility to different resources was performed with Chi-square and Fisher's exact test. Multivariate analyses through multiple logistic regression models were also tested. Results: One hundred and fourteen surveys were collected from 56 state-managed centers and 55 private/trade-union managed centers. Responders came from 15 provinces grouped into integrated GeoR. Results and analysis of each dimension were reported. Conclusion: The data obtained provides information about the accessibility to brain tumors treatment, exposing the unequal distribution of human and technologic resources in Argentina. This problem exceeds the limits of public health to become a bioethical problem. We think these results could be essentially associated to our health system fragmented structure, and the large geographical extension of our country. Finally, we believe that collaboration of professional associations working together with public and private sector authorities responsible for financial resources and logistic should bring a principle of solution.
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Affiliation(s)
- Alejandra T Rabadán
- Division of Neurosurgery.Institute of Medical Research A.Lanari, University of Buenos Aires (UBA), Buenos Aires, Argentina.,Argentine Association of Neurosurgery (AANC), Buenos Aires, Argentina.,Section of Neuro Oncology, Argentine Society of Cancer (SAC), Buenos Aires, Argentina
| | - Diego Hernandez
- Argentine Association of Neurosurgery (AANC), Buenos Aires, Argentina
| | - Néstor Vazquez
- Public Health Department, University of Buenos Aires (UBA), Buenos Aires, Argentina
| | - Rafael Torino
- Argentine Association of Neurosurgery (AANC), Buenos Aires, Argentina
| | - Blanco V Marcelo
- Section of Neuro Oncology, Argentine Society of Cancer (SAC), Buenos Aires, Argentina
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59
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Preoperative grading of supratentorial nonenhancing gliomas by high b-value diffusion-weighted 3 T magnetic resonance imaging. J Neurooncol 2017; 133:147-154. [PMID: 28439776 DOI: 10.1007/s11060-017-2423-y] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Accepted: 04/11/2017] [Indexed: 10/19/2022]
Abstract
The purpose of this study was to determine the difference in discrimination between high- and low-grade supratentorial nonenhancing gliomas (HGGs and LGGs, respectively) when using apparent diffusion coefficient (ADC) values with high or standard b-value. Thirty-nine patients underwent conventional magnetic resonance imaging and diffusion-weighted imaging (DWI) with standard and high b-values (b = 1000 and 3000 s/mm2, respectively). Minimum, maximum, and mean ADC values (ADCMIN, ADCMAX, and ADCMEAN, respectively) were measured from ADC maps with both b-values. Receiver operating curve analysis was used to determine the cutoff ADC values for distinguishing between nonenhancing HGGs and LGGs. ADCMIN, ADCMAX, and ADCMEAN values for the nonenhancing HGGs were lower than those for LGGs. These differences were much larger when a high b-value was used (all P < 0.0001) than when a standard b-value was used (P = 0.0001, <0.0001, and <0.0001, respectively). Discriminant analysis indicated that the greatest likelihood for discriminating HGGs and LGGs when ADCMEAN was obtained with a high b-value, with cutoff value of 0.814 × 10-3 mm2/s. ADC values obtained with a high b-value can be useful for grading and surgical management of nonenhancing HGGs and LGGs. The lowest degree of overlap was obtained when ADCMEAN was determined with a b-value of 3000 s/mm2.
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O'Neill AF, Qin L, Wen PY, de Groot JF, Van den Abbeele AD, Yap JT. Demonstration of DCE-MRI as an early pharmacodynamic biomarker of response to VEGF Trap in glioblastoma. J Neurooncol 2016; 130:495-503. [PMID: 27576699 DOI: 10.1007/s11060-016-2243-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 08/20/2016] [Indexed: 01/18/2023]
Abstract
Glioblastoma (GBM) is an incurable brain tumor characterized by the expression of pro-angiogenic cytokines. A recent phase II clinical trial studied VEGF Trap in adult patients with temozolomide-resistant GBM. We sought to explore changes in [18F]Fluorodeoxyglucose positron emission tomography (FDG-PET) or magnetic resonance imaging (MRI) in trial participants correlating these changes with disease response. FDG-PET and MRI images obtained before and after the first dose of VEGF Trap were spatially co-registered. Regions of interest on each image slice were combined to produce a volume of interest representative of the entire tumor. Percent and absolute changes in maximum FDG-avidity, mean apparent diffusion coefficient (ADC), Ktrans, and Ve were calculated per lesion. Among the 12 participants that underwent dynamic contrast enhanced MRI (DCE-MRI), there were large, statistically significant reductions in Ktrans and Ve (median difference = -41.8 %, p < 0.02 and -42.6 %, p < 0.04, respectively). In contrast, there were no significant reductions in ADC or FDG-PET SUVmax values. DCE-MRI is a useful measure of early pharmacodynamic effects of VEGF Trap on tumor vasculature. The absence of significant changes in FDG-PET and DW-MRI suggest that the early pharmacodynamic effects are specific to tumor perfusion and/or permeability and do not directly inhibit metabolism or induce cell death. DCE-MRI in conjunction with standard imaging may be promising for the identification of anti-angiogenic effects in this patient population with this therapeutic target. Further studies are needed to evaluate the relationship between DCE-MRI response and clinical outcome.
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Affiliation(s)
- Allison F O'Neill
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston Children's Hospital, Harvard Medical School, Boston, MA, 02215, USA.
| | - Lei Qin
- Department of Imaging and Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, MA, 02115, USA.,Department of Radiology, Brigham and Women's Hospital, Boston, MA, 02115, USA.,Tumor Imaging Metrics Core, Dana-Farber/Harvard Cancer Center, Harvard Medical School, Boston, MA, 02215, USA
| | - Patrick Y Wen
- Center for Neuro-oncology, Brigham and Women's Hospital, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, 02215, USA
| | - John F de Groot
- The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Annick D Van den Abbeele
- Department of Imaging and Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, MA, 02115, USA.,Department of Radiology, Brigham and Women's Hospital, Boston, MA, 02115, USA.,Tumor Imaging Metrics Core, Dana-Farber/Harvard Cancer Center, Harvard Medical School, Boston, MA, 02215, USA
| | - Jeffrey T Yap
- Department of Radiology, Center for Quantitative Cancer Imaging, Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA
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61
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Technical principles in glioma surgery and preoperative considerations. J Neurooncol 2016; 130:243-252. [DOI: 10.1007/s11060-016-2171-4] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2016] [Accepted: 06/01/2016] [Indexed: 01/16/2023]
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