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1.
AJNR Am J Neuroradiol ; 40(6): 979-986, 2019 06.
Article in English | MEDLINE | ID: mdl-31097430

ABSTRACT

BACKGROUND AND PURPOSE: Acidification of the tumor microenvironment from abnormal metabolism along with angiogenesis to meet metabolic demands are both hallmarks of malignant brain tumors; however, the interdependency of tumor acidity and vascularity has not been explored. Therefore, our aim was to investigate the association between pH-sensitive amine chemical exchange saturation transfer echoplanar imaging (CEST-EPI) and relative cerebral blood volume (CBV) measurements obtained from dynamic susceptibility contrast (DSC) perfusion MRI in patients with gliomas. MATERIALS AND METHODS: In this retrospective study, 90 patients with histologically confirmed gliomas were scanned between 2015 and 2018 (median age, 50.3 years; male/female ratio = 59:31). pH-weighting was obtained using chemical exchange saturation transfer echo-planar imaging estimation of the magnetization transfer ratio asymmetry at 3 ppm, and CBV was estimated using DSC-MR imaging. The voxelwise correlation and patient-wise median value correlation between the magnetization transfer ratio asymmetry at 3 ppm and CBV within T2-hyperintense lesions and contrast-enhancing lesions were evaluated using the Pearson correlation analysis. RESULTS: General colocalization of elevated perfusion and high acidity was observed in tumors, with local intratumor heterogeneity. For patient-wise analysis, median CBV and magnetization transfer ratio asymmetry at 3 ppm within T2-hyperintense lesions were significantly correlated (R = 0.3180, P = .002), but not in areas of contrast enhancement (P = .52). The positive correlation in T2-hyperintense lesions remained within high-grade gliomas (R = 0.4128, P = .001) and in isocitrate dehydrogenase wild-type gliomas (R = 0.4300, P = .002), but not in World Health Organization II or in isocitrate dehydrogenase mutant tumors. Both magnetization transfer ratio asymmetry at 3 ppm and the voxelwise correlation between magnetization transfer ratio asymmetry and CBV were higher in high-grade gliomas compared with low-grade gliomas in T2-hyperintense tumors (magnetization transfer ratio asymmetry, P = .02; Pearson correlation, P = .01). The same trend held when comparing isocitrate dehydrogenase wild-type gliomas and isocitrate dehydrogenase mutant gliomas (magnetization transfer ratio asymmetry, P = .04; Pearson correlation, P = .01). CONCLUSIONS: A positive linear correlation between CBV and acidity in areas of T2-hyperintense, nonenhancing tumor, but not enhancing tumor, was observed across patients. Local heterogeneity was observed within individual tumors.


Subject(s)
Brain Neoplasms/diagnostic imaging , Brain Neoplasms/pathology , Glioma/diagnostic imaging , Glioma/pathology , Adult , Aged , Brain Neoplasms/chemistry , Echo-Planar Imaging/methods , Female , Glioma/chemistry , Humans , Hydrogen-Ion Concentration , Magnetic Resonance Imaging/methods , Male , Middle Aged , Neuroimaging/methods , Retrospective Studies
2.
AJNR Am J Neuroradiol ; 37(8): 1440-6, 2016 Aug.
Article in English | MEDLINE | ID: mdl-27079371

ABSTRACT

BACKGROUND AND PURPOSE: Contrast agent extravasation through a disrupted blood-brain barrier potentiates inaccurate DSC MR imaging estimation of relative CBV. We explored whether incorporation of an interstitial washout rate in a leakage-correction model for single-echo, gradient-echo DSC MR imaging improves relative CBV estimates in high-grade gliomas. MATERIALS AND METHODS: We modified the traditional model-based postprocessing leakage-correction algorithm, assuming unidirectional contrast agent extravasation (Boxerman-Weisskoff model) to account for bidirectional contrast agent exchange between intra- and extravascular spaces (bidirectional model). For both models, we compared the goodness of fit with the parent leakage-contaminated relaxation rate curves by using the Akaike Information Criterion and the difference between modeled interstitial relaxation rate curves and dynamic contrast-enhanced MR imaging by using Euclidean distance in 21 patients with glioblastoma multiforme. RESULTS: The bidirectional model had improved Akaike Information Criterion versus the bidirectional model in >50% of enhancing tumor voxels in all 21 glioblastoma multiformes (77% ± 9%; P < .0001) and had reduced the Euclidean distance in >50% of enhancing tumor voxels for 17/21 glioblastoma multiformes (62% ± 17%; P = .0041). The bidirectional model and dynamic contrast-enhanced-derived kep demonstrated a strong correlation (r = 0.74 ± 0.13). On average, enhancing tumor relative CBV for the Boxerman-Weisskoff model exceeded that for the bidirectional model by 16.6% ± 14.0%. CONCLUSIONS: Inclusion of the bidirectional exchange in leakage-correction models for single-echo DSC MR imaging improves the model fit to leakage-contaminated DSC MR imaging data and significantly improves the estimation of relative CBV in high-grade gliomas.


Subject(s)
Algorithms , Brain Neoplasms/diagnostic imaging , Extravasation of Diagnostic and Therapeutic Materials/diagnostic imaging , Glioma/diagnostic imaging , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Adult , Aged , Brain Neoplasms/pathology , Cerebral Blood Volume , Contrast Media , Female , Glioma/pathology , Humans , Male , Middle Aged , Models, Theoretical
3.
AJNR Am J Neuroradiol ; 35(4): 673-9, 2014 Apr.
Article in English | MEDLINE | ID: mdl-24136647

ABSTRACT

BACKGROUND AND PURPOSE: Pre-treatment ADC characteristics have been shown to predict response to bevacizumab in recurrent glioblastoma multiforme. However, no studies have examined whether ADC characteristics are specific to this particular treatment. The purpose of the current study was to determine whether ADC histogram analysis is a bevacizumab-specific or treatment-independent biomarker of treatment response in recurrent glioblastoma multiforme. MATERIALS AND METHODS: Eighty-nine bevacizumab-treated and 43 chemotherapy-treated recurrent glioblastoma multiformes never exposed to bevacizumab were included in this study. In all patients, ADC values in contrast-enhancing ROIs from MR imaging examinations performed at the time of recurrence, immediately before commencement of treatment for recurrence, were extracted and the resulting histogram was fitted to a mixed model with a double Gaussian distribution. Mean ADC in the lower Gaussian curve was used as the primary biomarker of interest. The Cox proportional hazards model and log-rank tests were used for survival analysis. RESULTS: Cox multivariate regression analysis accounting for the interaction between bevacizumab- and non-bevacizumab-treated patients suggested that the ability of the lower Gaussian curve to predict survival is dependent on treatment (progression-free survival, P = .045; overall survival, P = .003). Patients with bevacizumab-treated recurrent glioblastoma multiforme with a pretreatment lower Gaussian curve > 1.2 µm(2)/ms had a significantly longer progression-free survival and overall survival compared with bevacizumab-treated patients with a lower Gaussian curve < 1.2 µm(2)/ms. No differences in progression-free survival or overall survival were observed in the chemotherapy-treated cohort. Bevacizumab-treated patients with a mean lower Gaussian curve > 1.2 µm(2)/ms had a significantly longer progression-free survival and overall survival compared with chemotherapy-treated patients. CONCLUSIONS: The mean lower Gaussian curve from ADC histogram analysis is a predictive imaging biomarker for bevacizumab-treated, not chemotherapy-treated, recurrent glioblastoma multiforme. Patients with recurrent glioblastoma multiforme with a mean lower Gaussian curve > 1.2 µm(2)/ms have a survival advantage when treated with bevacizumab.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Brain Neoplasms/drug therapy , Brain Neoplasms/pathology , Drug Monitoring/methods , Glioblastoma/drug therapy , Glioblastoma/pathology , Aged , Angiogenesis Inhibitors/therapeutic use , Antineoplastic Agents/therapeutic use , Bevacizumab , Brain Neoplasms/mortality , Diffusion Magnetic Resonance Imaging , Disease Progression , Disease-Free Survival , Glioblastoma/mortality , Humans , Middle Aged , Neoplasm Recurrence, Local/drug therapy , Neoplasm Recurrence, Local/mortality , Neoplasm Recurrence, Local/pathology , Predictive Value of Tests , Proportional Hazards Models , Retrospective Studies
4.
AJNR Am J Neuroradiol ; 34(3): 533-40, 2013 Mar.
Article in English | MEDLINE | ID: mdl-22997168

ABSTRACT

BACKGROUND AND PURPOSE: Tumor location is a significant prognostic factor in glioblastoma, which may reflect the genetic profile of tumor precursor cells. The purpose of the current study was to construct and analyze probabilistic radiographic atlases reflecting preoperative tumor locations and corresponding demographic, "-omic," and interventional phenotypes to provide insight into potential niche locations of glioblastoma cells of origin. MATERIALS AND METHODS: Preoperative anatomic MR images in 507 patients with de novo glioblastoma were analyzed. Images were registered to stereotactic space, tumors were segmented, and the stereospecific frequency of tumor occurrence was analyzed statistically by age, extent of resection, MGMT methylation, IDH1 mutation, gene expression subclassification, PTEN loss, PTEN deficiency, EGFR amplification, EGFR variant 3 expression, progression-free survival from the start of radiochemotherapy, and overall survival from initial diagnosis. RESULTS: Most glioblastomas grow into the periventricular white matter regions adjacent to the subventricular zone. MGMT promoter methylated tumors occur more frequently in the left temporal lobe, in young patients with glioblastoma, in IDH1 mutant tumors, in tumors having the proneural gene expression subtype, and in tumors lacking loss of PTEN occurring most frequently in the frontal lobe. MGMT methylated tumors with the IDH1 mutation tended to occur in the left frontal lobe. EGFR amplified and EGFR variant 3-expressing tumors occurred most frequently in the left temporal lobe. A similar region in the left temporal lobe was associated with favorable response to radiochemotherapy and increased survival. CONCLUSIONS: Radiographic atlases for specific phenotypes provide insight into overlap between prognostic variables and may help to identify niche locations for cancer cells of origin.


Subject(s)
Biomarkers, Tumor/genetics , Brain Neoplasms/genetics , Brain Neoplasms/mortality , Genetic Predisposition to Disease/epidemiology , Genetic Predisposition to Disease/genetics , Glioblastoma/genetics , Glioblastoma/mortality , Adult , Aged , Brain Neoplasms/pathology , California/epidemiology , Computer Simulation , Female , Genetic Markers/genetics , Glioblastoma/pathology , Humans , Male , Middle Aged , Models, Statistical , Polymorphism, Single Nucleotide/genetics , Prevalence , Risk Assessment , Risk Factors , Survival Analysis , Survival Rate , Tissue Distribution
5.
AJNR Am J Neuroradiol ; 33(9): 1763-70, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22538078

ABSTRACT

BACKGROUND AND PURPOSE: A subset of patients with malignant glioma develops conspicuous lesions characterized by persistent restricted diffusion during treatment with bevacizumab. The purpose of the current study was to characterize the evolution of these lesions and to determine their relationship to patient outcome. MATERIALS AND METHODS: Twenty patients with malignant glioma with persistent restricted-diffusion lesions undergoing treatment with bevacizumab were included in the current study. Mean ADC and the volume of restricted diffusion were computed for each patient during serial follow-up. Differences in TTP, TTS, and OS were compared between patients with restricted diffusion and matched controls by using Kaplan-Meier analysis with the logrank test and Cox hazard models. RESULTS: Mean ADC values were generally stable with time (mean, 5.2 ± 12.6% change from baseline). The volume of restricted diffusion increased a median of 23% from baseline by 6 months. Patients with restricted-diffusion lesions had significantly greater TTP (logrank, P = .013), TTS (logrank, P = .008), and OS (logrank, P = .010) than matched controls. When available, advanced physiologic imaging of restricted-diffusion lesions showed hypovascularity on perfusion MR imaging and decreased amino acid uptake on (18)F-FDOPA PET scans. Atypical gelatinous necrotic tissue was confirmed in the area of restricted diffusion in 1 patient. CONCLUSIONS: Restricted-diffusion lesions in malignant gliomas treated with bevacizumab are generally stable with time and are associated with improved outcomes. These results combined with physiologic imaging and histopathologic data suggest that these lesions are not consistent with aggressive tumor.


Subject(s)
Brain Neoplasms/drug therapy , Brain Neoplasms/pathology , Brain/pathology , Diffusion Magnetic Resonance Imaging/methods , Glioma/drug therapy , Glioma/pathology , Adult , Aged , Aged, 80 and over , Brain/drug effects , Female , Humans , Male , Middle Aged , Prognosis , Survival Rate , Treatment Outcome , Young Adult
6.
AJNR Am J Neuroradiol ; 33(7): 1349-55, 2012 Aug.
Article in English | MEDLINE | ID: mdl-22322613

ABSTRACT

BACKGROUND AND PURPOSE: Both IDH1 mutation and MGMT promoter methylation are associated with longer survival. We investigated the ability of imaging correlates to serve as noninvasive biomarkers for these molecularly defined GBM subtypes. MATERIALS AND METHODS: MR imaging from 202 patients with GBM was retrospectively assessed for nonenhancing tumor and edema among other imaging features. IDH1 mutational and MGMT promoter methylation status were determined by DNA sequencing and methylation-specific PCR, respectively. Overall survival was determined by using a multivariate Cox model and the Kaplan-Meier method with a log rank test. A logistic regression model followed by ROC analysis was used to classify the IDH1 mutation and methylation status by using imaging features. RESULTS: MGMT promoter methylation and IDH1 mutation were associated with longer median survival. Edema levels stratified survival for methylated but not unmethylated tumors. Median survival for methylated tumors with little/no edema was 2476 days (95% CI, 795), compared with 586 days (95% CI, 507-654) for unmethylated tumors or tumors with edema. All IDH1 mutant tumors were nCET positive, and most (11/14, 79%) were located in the frontal lobe. Imaging features including larger tumor size and nCET could be used to determine IDH1 mutational status with 97.5% accuracy, but poorly predicted MGMT promoter methylation. CONCLUSIONS: Imaging features are potentially predictive of IDH1 mutational status but were poorly correlated with MGMT promoter methylation. Edema stratifies survival in MGMT promoter methylated but not in unmethylated tumors; patients with methylated tumors with little or no edema have particularly long survival.


Subject(s)
Biomarkers, Tumor/genetics , Brain Neoplasms/diagnosis , Brain Neoplasms/genetics , DNA Modification Methylases/genetics , DNA Repair Enzymes/genetics , Glioblastoma/diagnosis , Glioblastoma/genetics , Isocitrate Dehydrogenase/genetics , Tumor Suppressor Proteins/genetics , Adult , Aged , Brain Edema/diagnosis , Brain Edema/genetics , Brain Edema/mortality , Brain Neoplasms/mortality , California/epidemiology , Comorbidity , DNA Methylation/genetics , Female , Genetic Markers/genetics , Genetic Predisposition to Disease/epidemiology , Genetic Predisposition to Disease/genetics , Glioblastoma/mortality , Humans , Incidence , Magnetic Resonance Imaging , Male , Middle Aged , Mutation/genetics , Polymorphism, Single Nucleotide/genetics , Promoter Regions, Genetic/genetics , Statistics as Topic , Survival Analysis , Survival Rate
7.
AJNR Am J Neuroradiol ; 33(6): 1059-64, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22268080

ABSTRACT

BACKGROUND AND PURPOSE: ADC histogram analysis can stratify outcomes in patients with GBM treated with bevacizumab. Therefore, we compared gene expression between high-versus-low ADC tumors to identify gene expression modules that could underlie this difference and impact patient prognosis. MATERIALS AND METHODS: Up-front bevacizumab-treated patients (N = 38) with newly diagnosed glioblastoma were analyzed by using an ADC histogram approach based on enhancing tumor. Using microarrays, we compared gene expression in high-versus-low ADC tumors in patients subsequently treated with bevacizumab. Tissue sections from a subset of tumors were stained for collagen and collagen-binding proteins. Progression-free and overall survival was determined by using Cox proportional hazard ratios and the Kaplan-Meier method with the log rank test. RESULTS: A total of 13 genes were expressed at 2-fold or greater levels in high- compared with low-ADC tumors at the P < .05 level. Of these, 6 encode for collagen or collagen-binding proteins. High gene expression for the collagen-binding protein decorin was associated with shorter survival (HR, 2.5; P = .03). The pattern and degree of collagen staining were highly variable in both high- and low-ADC tumors. CONCLUSIONS: High-ADC GBMs show greater levels of ECM protein gene expression compared with low-ADC GBMs. It is unclear whether this translates to the accumulation of higher levels of the encoded proteins. However, because ECM molecules could contribute to a proinvasive phenotype, this relationship merits further investigation.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Biomarkers, Tumor/metabolism , Brain Neoplasms/drug therapy , Brain Neoplasms/metabolism , Extracellular Matrix Proteins/metabolism , Glioblastoma/diagnosis , Glioblastoma/drug therapy , Adult , Aged , Angiogenesis Inhibitors/therapeutic use , Bevacizumab , Brain Neoplasms/diagnosis , Female , Gene Expression Regulation, Neoplastic/drug effects , Glioblastoma/metabolism , Humans , Male , Middle Aged , Neoplasm Proteins/metabolism , Reproducibility of Results , Sensitivity and Specificity , Survival Rate , Tissue Distribution
8.
AJNR Am J Neuroradiol ; 32(5): 882-9, 2011 May.
Article in English | MEDLINE | ID: mdl-21330401

ABSTRACT

BACKGROUND AND PURPOSE: Currently it is difficult to predict tumor response to anti-angiogenic therapy in individual patients. Our aim was to determine if ADC histogram analysis can stratify progression-free and overall survival in patients with newly diagnosed GBM treated "up-front" (ie, before tumor recurrence) with bevacizumab. MATERIALS AND METHODS: Up-front bevacizumab-treated and control patients (n = 59 and 62, respectively) with newly diagnosed GBM were analyzed by using an ADC histogram approach based on enhancing tumor. Progression-free and overall survival was determined by using Cox proportional HRs and the Kaplan-Meier method with logrank and Wilcoxon tests. RESULTS: For up-front bevacizumab-treated patients, lower ADC(L) was associated with significantly longer progression-free survival (median, 459 days for ADC(L) < 1200 versus 315 days for ADC(L) ≥ 1200 10(-6)mm(2)/s; P = .008, logrank test) and trended with longer overall survival (581 versus 429 days, P = .055). ADC values did not stratify progression-free or overall survival for patients in the control group (P = .92 and P = .22, respectively). Tumors with MGMT promoter methylation had lower ADC(L) values than unmethylated tumors (mean, 1071 versus 1183 10(-6)mm(2)/s; P = .01, 2-group t test). CONCLUSIONS: Pretreatment ADC histogram analysis can stratify progression-free survival in bevacizumab-treated patients with newly diagnosed GBM. Lower ADC is associated with tumor MGMT promoter methylation, which may, in part, account for the favorable outcome associated with low ADC(L) tumors.


Subject(s)
Antibodies, Monoclonal/therapeutic use , Brain Neoplasms/drug therapy , Brain Neoplasms/epidemiology , Diffusion Magnetic Resonance Imaging/statistics & numerical data , Glioblastoma/drug therapy , Glioblastoma/epidemiology , Neoplasm Recurrence, Local/epidemiology , Angiogenesis Inhibitors/therapeutic use , Antibodies, Monoclonal, Humanized , Bevacizumab , California/epidemiology , Data Interpretation, Statistical , Diffusion Magnetic Resonance Imaging/methods , Disease-Free Survival , Female , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/prevention & control , Prevalence , Prognosis , Risk Assessment , Risk Factors , Treatment Outcome
9.
Neurology ; 72(14): 1217-22, 2009 Apr 07.
Article in English | MEDLINE | ID: mdl-19349600

ABSTRACT

OBJECTIVE: Bevacizumab has been shown to be effective in the treatment of recurrent glioblastoma in combination with chemotherapy compared with historic controls but not in randomized trials. METHODS: We conducted a retrospective analysis of patients treated for recurrent glioblastoma with bevacizumab vs a control group of patients, comparing progression-free survival (PFS) and overall survival (OS) between the two groups, and performed subgroup analysis based on age and performance status. Expression of vascular endothelial growth factor (VEGF) based on age was examined using DNA microarray analysis. We also evaluated the impact of bevacizumab on quality of life. RESULTS: We identified 44 patients who received bevacizumab and 79 patients who had not been treated with bevacizumab. There was a significant improvement in PFS and OS in the bevacizumab-treated group. Patients of older age (> or =55 years) and poor performance status (Karnofsky Performance Status < or =80) had significantly better PFS when treated with bevacizumab, and bevacizumab-treated older patients had significantly increased OS. VEGF expression was significantly higher in older glioblastoma patients (aged > or =55 years). Patients treated with bevacizumab also required less dexamethasone use and maintained their functional status longer than the control group. CONCLUSIONS: Bevacizumab in combination with chemotherapy may be a more effective treatment for recurrent glioblastoma and warrants further randomized prospective studies to determine its effect on survival. Bevacizumab also has more effect in those with older age and might reflect biologic differences in glioblastoma in different age groups as seen with the expression of vascular endothelial growth factor.


Subject(s)
Antibodies, Monoclonal/therapeutic use , Antineoplastic Agents/therapeutic use , Brain Neoplasms/drug therapy , Glioblastoma/drug therapy , Adrenal Cortex Hormones/adverse effects , Adrenal Cortex Hormones/therapeutic use , Adult , Aged , Aged, 80 and over , Aging/metabolism , Anti-Inflammatory Agents/adverse effects , Anti-Inflammatory Agents/therapeutic use , Antibodies, Monoclonal, Humanized , Bevacizumab , Brain Neoplasms/psychology , Combined Modality Therapy , Female , Glioblastoma/psychology , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/drug therapy , Oligonucleotide Array Sequence Analysis , Quality of Life , Retrospective Studies , Survival , Vascular Endothelial Growth Factor A/genetics
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