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1.
Neuroradiology ; 61(11): 1261-1272, 2019 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-31289886

RESUMO

PURPOSE: The peritumoral non-enhancing region (NER) is frequently not removed during the surgical resection of glioblastoma, with most recurrences occurring within the original treatment field. This study determined whether radiomics analysis of the NER can predict local recurrence and overall survival in patients with glioblastoma. METHODS: Preoperative magnetic resonance imaging (MRI) scans from 83 consecutive patients with glioblastoma were retrospectively reviewed and grouped into training (n = 59) and test sets (n = 24). A total of 6472 radiomic features were extracted from contrast-enhanced T1-weighted and fluid-attenuated inversion recovery images and from fractional anisotropy (FA) and normalized cerebral blood volume (CBV) maps. A diagnostic model to predict 6-month progression was tested using the area under the receiver operating characteristics curve (AUC) and compared with the single parameters of FA and CBV. A survival model was tested using Harrell's C-index and compared with clinical models that included age, sex, Karnofsky performance score, and extent of surgical resection. RESULTS: Four FA features and six CBV features were selected for the diagnostic model; no features were extracted from conventional MRI. Combined FA and CBV radiomics showed better predictive value for local progression (AUC, 0.79; 95% CI, 0.67-0.90) than single imaging radiomics (AUC, 0.70-0.76) or single imaging parameters (AUC, 0.51-0.54). The combined model (C-index, 0.87) improved prognostication when added to clinical models (C-index, 0.72). CONCLUSION: Radiomics features using FA and CBV in the NER have the potential to improve prediction of local progression and overall survival in patients with glioblastoma.


Assuntos
Neoplasias Encefálicas/diagnóstico por imagem , Volume Sanguíneo Cerebral , Glioblastoma/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Anisotropia , Neoplasias Encefálicas/mortalidade , Meios de Contraste , Progressão da Doença , Feminino , Glioblastoma/mortalidade , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Taxa de Sobrevida
2.
J Neurooncol ; 140(3): 669-677, 2018 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-30225773

RESUMO

INTRODUCTION: Central neurocytoma (CN) is a very rare neuronal neoplasm. The clinical implications of the potential prognostic factors for these lesions, including tumor atypia, have therefore not been clarified. METHODS: Forty CN patients were enrolled and reclassified as typical or atypical in accordance with an MIB-1 labeling index (LI) of above and below 2%. RESULTS: We classified our retrospective study cohort as 21 (52.5%) typical and 19 (47.5%) atypical CN cases. No significant differences were found in terms of sex, mean age, mean tumor size or tumor location between these groups. Recurrences occurred in 2 (9.5%) typical and 6 (33.3%) atypical cases. The typical CN 2-,3- and 5-year PFS rates were 100%, 100%, 92.3%, and those for the atypical group were 93.8%, 78.1%, 65.1%, respectively (p = 0.02). The PFS rates did not statistically differ by treatment modality (gross total resection alone, subtotal resection (STR) alone and STR plus radiation therapy (RT) or radiosurgery (RS)) either in the whole cohort (p = 0.75) or in the typical CN and atypical CN subgroups (p = 0.45 and 0.98, respectively). An atypical histology was the only prognostic indicator of recurrence by univariate analysis (hazard ratio: 5.40, p = 0.04). CONCLUSIONS: An atypical lesion (MIB-LI > 2%) is an important prognostic indicator in CN. The clinical implications of the extent of resection for CN patients are still debatable. The use of STR plus RT or RS may be a viable treatment strategy for CN but different therapeutic and follow-up approaches for atypical CN will be needed.


Assuntos
Neoplasias Encefálicas , Neurocitoma , Adulto , Encéfalo/diagnóstico por imagem , Encéfalo/fisiologia , Neoplasias Encefálicas/diagnóstico , Neoplasias Encefálicas/epidemiologia , Neoplasias Encefálicas/terapia , Feminino , Humanos , Estimativa de Kaplan-Meier , Masculino , Neurocitoma/diagnóstico , Neurocitoma/epidemiologia , Neurocitoma/terapia , Prognóstico , Estudos Retrospectivos , Resultado do Tratamento
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