RESUMEN
BACKGROUND AND PURPOSE: Co-occurrence of local anisotropic gradient orientations (COLLAGE) is a recently developed radiomic (computer extracted) feature that captures entropy (measures the degree of disorder) in pixel-level edge directions and was previously shown to distinguish predominant cerebral radiation necrosis from recurrent tumor on gadolinium-contrast T1WI. In this work, we sought to investigate whether COLLAGE measurements from posttreatment gadolinium-contrast T1WI could distinguish varying extents of cerebral radiation necrosis and recurrent tumor classes in a lesion across primary and metastatic brain tumors. MATERIALS AND METHODS: On a total of 75 gadolinium-contrast T1WI studies obtained from patients with primary and metastatic brain tumors and nasopharyngeal carcinoma, the extent of cerebral radiation necrosis and recurrent tumor in every brain lesion was histopathologically defined by an expert neuropathologist as the following: 1) "pure" cerebral radiation necrosis; 2) "mixed" pathology with coexistence of cerebral radiation necrosis and recurrent tumors; 3) "predominant" (>80%) cerebral radiation necrosis; 4) predominant (>80%) recurrent tumor; and 5) pure tumor. COLLAGE features were extracted from the expert-annotated ROIs on MR imaging. Statistical comparisons of COLLAGE measurements using first-order statistics were performed across pure, mixed, and predominant pathologies of cerebral radiation necrosis and recurrent tumor using the Wilcoxon rank sum test. RESULTS: COLLAGE features exhibited decreased skewness for patients with pure (0.15 ± 0.12) and predominant cerebral radiation necrosis (0.25 ± 0.09) and were statistically significantly different (P < .05) from those in patients with predominant recurrent tumors, which had highly skewed (0.42 ± 0.21) COLLAGE values. COLLAGE values for the mixed pathology studies were found to lie between predominant cerebral radiation necrosis and recurrent tumor categories. CONCLUSIONS: With additional independent multisite validation, COLLAGE measurements might enable noninvasive characterization of the degree of recurrent tumor or cerebral radiation necrosis in gadolinium-contrast T1WI of posttreatment lesions.
Asunto(s)
Neoplasias Encefálicas/diagnóstico por imagen , Interpretación de Imagen Asistida por Computador/métodos , Recurrencia Local de Neoplasia/diagnóstico por imagen , Traumatismos por Radiación/diagnóstico por imagen , Adulto , Anciano , Neoplasias Encefálicas/patología , Diagnóstico Diferencial , Femenino , Gadolinio , Humanos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Necrosis/diagnóstico por imagen , Traumatismos por Radiación/patologíaRESUMEN
BACKGROUND AND PURPOSE: Despite availability of advanced imaging, distinguishing radiation necrosis from recurrent brain tumors noninvasively is a big challenge in neuro-oncology. Our aim was to determine the feasibility of radiomic (computer-extracted texture) features in differentiating radiation necrosis from recurrent brain tumors on routine MR imaging (gadolinium T1WI, T2WI, FLAIR). MATERIALS AND METHODS: A retrospective study of brain tumor MR imaging performed 9 months (or later) post-radiochemotherapy was performed from 2 institutions. Fifty-eight patient studies were analyzed, consisting of a training (n = 43) cohort from one institution and an independent test (n = 15) cohort from another, with surgical histologic findings confirmed by an experienced neuropathologist at the respective institutions. Brain lesions on MR imaging were manually annotated by an expert neuroradiologist. A set of radiomic features was extracted for every lesion on each MR imaging sequence: gadolinium T1WI, T2WI, and FLAIR. Feature selection was used to identify the top 5 most discriminating features for every MR imaging sequence on the training cohort. These features were then evaluated on the test cohort by a support vector machine classifier. The classification performance was compared against diagnostic reads by 2 expert neuroradiologists who had access to the same MR imaging sequences (gadolinium T1WI, T2WI, and FLAIR) as the classifier. RESULTS: On the training cohort, the area under the receiver operating characteristic curve was highest for FLAIR with 0.79; 95% CI, 0.77-0.81 for primary (n = 22); and 0.79, 95% CI, 0.75-0.83 for metastatic subgroups (n = 21). Of the 15 studies in the holdout cohort, the support vector machine classifier identified 12 of 15 studies correctly, while neuroradiologist 1 diagnosed 7 of 15 and neuroradiologist 2 diagnosed 8 of 15 studies correctly, respectively. CONCLUSIONS: Our preliminary results suggest that radiomic features may provide complementary diagnostic information on routine MR imaging sequences that may improve the distinction of radiation necrosis from recurrence for both primary and metastatic brain tumors.
Asunto(s)
Neoplasias Encefálicas/diagnóstico por imagen , Encéfalo/efectos de la radiación , Interpretación de Imagen Asistida por Computador/métodos , Traumatismos por Radiación/diagnóstico por imagen , Radioterapia/efectos adversos , Área Bajo la Curva , Encéfalo/diagnóstico por imagen , Neoplasias Encefálicas/patología , Diagnóstico Diferencial , Estudios de Factibilidad , Femenino , Humanos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Curva ROC , Traumatismos por Radiación/patología , Estudios Retrospectivos , Máquina de Vectores de SoporteRESUMEN
BACKGROUND AND PURPOSE: Meningiomas are very commonly diagnosed intracranial primary neoplasms, of which the chordoid subtype is seldom encountered. Our aim was to retrospectively review preoperative MR imaging of intracranial chordoid meningiomas, a rare WHO grade II variant, in an effort to determine if there exist distinguishing MR imaging characteristics that can aid in differentiating this atypical variety from other meningioma subtypes. MATERIALS AND METHODS: Ten cases of WHO grade II chordoid meningioma were diagnosed at our institution over an 11-year span, 8 of which had preoperative MR imaging available for review and were included in our analysis. Chordoid meningioma MR imaging characteristics, including ADC values and normalized ADC ratios, were compared with those of 80 consecutive cases of WHO grade I meningioma, 21 consecutive cases of nonchordoid WHO grade II meningioma, and 1 case of WHO grade III meningioma. RESULTS: Preoperative MR imaging revealed no significant differences in size, location, signal characteristics, or contrast enhancement between chordoid meningiomas and other meningiomas. There were, however, clear differences in the ADC values and normalized ADC ratios, with a mean absolute ADC value of 1.62 ± 0.33 × 10(-3) mm(2)/s and a mean normalized ADC ratio of 2.22 ± 0.47 × 10(-3) mm(2)/s in chordoid meningiomas compared with mean ADC and normalized ADC values, respectively, of 0.88 ± 0.13 × 10(-3) mm(2)/s and 1.17 ± 0.16 × 10(-3) mm(2)/s in benign WHO grade I meningiomas, 0.84 ± 0.11 × 10(-3) mm(2)/s and 1.11 ± 0.15 × 10(-3) mm(2)/s in nonchordoid WHO grade II meningiomas, and 0.57 × 10(-3) mm(2)/s and 0.75 × 10(-3) mm(2)/s in the 1 WHO grade III meningioma. CONCLUSIONS: Chordoid meningiomas have statistically significant elevations of ADC and normalized ADC values when compared with all other WHO grade I, II, and III subtypes, which enables reliable preoperative prediction of this atypical histopathologic diagnosis.
Asunto(s)
Neoplasias del Plexo Coroideo/diagnóstico , Imagen por Resonancia Magnética , Neoplasias Meníngeas/diagnóstico , Meningioma/diagnóstico , Adulto , Anciano de 80 o más Años , Diagnóstico Diferencial , Humanos , Imagen por Resonancia Magnética/métodos , Persona de Mediana Edad , Estudios RetrospectivosRESUMEN
Epidermal growth factor receptor (EGFR)vIII is the most common EGFR mutant found in glioblastoma (GBM). EGFRvIII does not bind ligand, is highly oncogenic and is usually coexpressed with EGFR wild type (EGFRwt). EGFRvIII activates Met, and Met contributes to EGFRvIII-mediated oncogenicity and resistance to treatment. Here, we report that addition of EGF results in a rapid loss of EGFRvIII-driven Met phosphorylation in glioma cells. Met is associated with EGFRvIII in a physical complex. Addition of EGF results in a dissociation of the EGFRvIII-Met complex with a concomitant loss of Met phosphorylation. Consistent with the abrogation of Met activation, addition of EGF results in the inhibition of EGFRvIII-mediated resistance to chemotherapy. Thus, our study suggests that ligand in the milieu of EGFRvIII-expressing GBM cells is likely to influence the EGFRvIII-Met interaction and resistance to treatment, and highlights a novel antagonistic interaction between EGFRwt and EGFRvIII in glioma cells.
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Neoplasias Encefálicas/metabolismo , Receptores ErbB/metabolismo , Regulación Neoplásica de la Expresión Génica , Glioblastoma/metabolismo , Proteínas Proto-Oncogénicas c-met/metabolismo , Neoplasias Encefálicas/tratamiento farmacológico , Línea Celular Tumoral , Dacarbazina/análogos & derivados , Dacarbazina/química , Factor de Crecimiento Epidérmico/metabolismo , Glioblastoma/tratamiento farmacológico , Humanos , Fenotipo , Fosforilación , Proteínas Tirosina Quinasas Receptoras/antagonistas & inhibidores , TemozolomidaRESUMEN
EGFRvIII is a key oncogene in glioblastoma (GBM). EGFRvIII results from an in-frame deletion in the extracellular domain of EGFR, does not bind ligand and is thought to be constitutively active. Although EGFRvIII dimerization is known to activate EGFRvIII, the factors that drive EGFRvIII dimerization and activation are not well understood. Here we present a new model of EGFRvIII activation and propose that oncogenic activation of EGFRvIII in glioma cells is driven by co-expressed activated EGFR wild type (EGFRwt). Increasing EGFRwt leads to a striking increase in EGFRvIII tyrosine phosphorylation and activation while silencing EGFRwt inhibits EGFRvIII activation. Both the dimerization arm and the kinase activity of EGFRwt are required for EGFRvIII activation. EGFRwt activates EGFRvIII by facilitating EGFRvIII dimerization. We have previously identified HB-EGF, a ligand for EGFRwt, as a gene induced specifically by EGFRvIII. In this study, we show that HB-EGF is induced by EGFRvIII only when EGFRwt is present. Remarkably, altering HB-EGF recapitulates the effect of EGFRwt on EGFRvIII activation. Thus, increasing HB-EGF leads to a striking increase in EGFRvIII tyrosine phosphorylation while silencing HB-EGF attenuates EGFRvIII phosphorylation, suggesting that an EGFRvIII-HB-EGF-EGFRwt feed-forward loop regulates EGFRvIII activation. Silencing EGFRwt or HB-EGF leads to a striking inhibition of EGFRvIII-induced tumorigenicity, while increasing EGFRwt or HB-EGF levels resulted in accelerated EGFRvIII-mediated oncogenicity in an orthotopic mouse model. Furthermore, we demonstrate the existence of this loop in human GBM. Thus, our data demonstrate that oncogenic activation of EGFRvIII in GBM is likely maintained by a continuous EGFRwt-EGFRvIII-HB-EGF loop, potentially an attractive target for therapeutic intervention.
Asunto(s)
Neoplasias Encefálicas/metabolismo , Receptores ErbB/metabolismo , Glioblastoma/metabolismo , Péptidos y Proteínas de Señalización Intercelular/fisiología , Animales , Línea Celular Tumoral , Receptores ErbB/genética , Retroalimentación Fisiológica , Regulación Neoplásica de la Expresión Génica , Factor de Crecimiento Similar a EGF de Unión a Heparina , Humanos , Ratones , Ratones Desnudos , Trasplante de Neoplasias , Fosforilación , Multimerización de Proteína , Procesamiento Proteico-Postraduccional , Activación TranscripcionalRESUMEN
Hippocampal sclerosis dementia (HSD) is a disease of unknown etiology and pathogenesis. To determine whether HSD cases could be reclassified as variants of frontotemporal dementia (FTD), a heterogeneous group of disorders, 18 brain autopsy cases previously diagnosed as HSD were re-evaluated. In 11 cases, ubiquitinated neuronal inclusions, similar to those of motor neuron disease inclusion dementia (MNDID), were found. Brain levels of soluble and insoluble tau were normal. Most patients with pathologic findings of HSD may actually have the MNDID variant of FTD.
Asunto(s)
Demencia/patología , Hipocampo/patología , Tauopatías/patología , Proteínas tau/análisis , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Casos y Controles , Demencia/clasificación , Demencia/metabolismo , Giro Dentado/química , Giro Dentado/patología , Femenino , Lóbulo Frontal/fisiopatología , Hipocampo/química , Humanos , Masculino , Persona de Mediana Edad , Epilepsias Mioclónicas Progresivas/patología , Fenotipo , Esclerosis , Tauopatías/clasificación , Tauopatías/metabolismoRESUMEN
OBJECTIVE: To characterize the clinical course of pathologically diagnosed hippocampal sclerosis dementia (HSD). BACKGROUND: Dementia associated with HSD is incompletely characterized. Previous studies suggest similarities to both Alzheimer disease (AD) and frontotemporal dementia (FTD). METHODS: Case-control analysis of the clinical course of patients with HSD, FTD, and AD from a neuropathology autopsy series conducted by a university hospital. Case histories were reviewed. Cumulative prevalence of behavioral, cognitive, psychiatric, and language symptoms were compared between groups, as was time of symptom onset. Clinical diagnostic criteria for FTD and AD were applied to case histories. Sensitivity and specificity of clinical FTD diagnostic criteria (Report of the Work Group on FTD and Pick's disease) were computed. RESULTS: Cumulative prevalence of symptoms in HSD was most similar to that of FTD and differed from AD. Behavioral abnormalities such as decreased grooming and inappropriate behavior were more prevalent in HSD and FTD than AD. Hyperorality, inappropriate behavior, and decreased interest had earlier onset in HSD and FTD. Cognitive symptoms of disorientation, dyscalculia, apraxia, and agnosia were more prevalent in AD, as were psychiatric symptoms of hallucinations, delusions, and aggression. Most HSD patients met diagnostic criteria for FTD. Criteria sensitivity was 64.0% and specificity was 73.7%. CONCLUSIONS: FTD is a clinical syndrome associated with heterogeneous neuropathology. The clinical course of HSD is more similar to that of FTD than AD. These findings, together with the neuropathologic data presented in the accompanying article, support expanding the scope of FTD (Pick complex) to include HSD.