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1.
Sci Data ; 11(1): 496, 2024 May 15.
Article in English | MEDLINE | ID: mdl-38750041

ABSTRACT

Meningiomas are the most common primary intracranial tumors and can be associated with significant morbidity and mortality. Radiologists, neurosurgeons, neuro-oncologists, and radiation oncologists rely on brain MRI for diagnosis, treatment planning, and longitudinal treatment monitoring. However, automated, objective, and quantitative tools for non-invasive assessment of meningiomas on multi-sequence MR images are not available. Here we present the BraTS Pre-operative Meningioma Dataset, as the largest multi-institutional expert annotated multilabel meningioma multi-sequence MR image dataset to date. This dataset includes 1,141 multi-sequence MR images from six sites, each with four structural MRI sequences (T2-, T2/FLAIR-, pre-contrast T1-, and post-contrast T1-weighted) accompanied by expert manually refined segmentations of three distinct meningioma sub-compartments: enhancing tumor, non-enhancing tumor, and surrounding non-enhancing T2/FLAIR hyperintensity. Basic demographic data are provided including age at time of initial imaging, sex, and CNS WHO grade. The goal of releasing this dataset is to facilitate the development of automated computational methods for meningioma segmentation and expedite their incorporation into clinical practice, ultimately targeting improvement in the care of meningioma patients.


Subject(s)
Magnetic Resonance Imaging , Meningeal Neoplasms , Meningioma , Meningioma/diagnostic imaging , Humans , Meningeal Neoplasms/diagnostic imaging , Male , Female , Image Processing, Computer-Assisted/methods , Middle Aged , Aged
2.
World Neurosurg ; 128: e773-e781, 2019 Aug.
Article in English | MEDLINE | ID: mdl-31077900

ABSTRACT

OBJECTIVES: Although a number of studies have implicated ischemia and hypoxia in the pathogenesis of cervical spondylosis, quantification remains difficult and the role of ischemia and hypoxia on disease progression and disease severity in human cervical spondylosis remains largely unknown. Therefore, the objective of this study was to assess spinal cord perfusion and oxygenation in human cervical spondylosis and examine the relationship between perfusion, degree of spinal cord compression, and neurological status. METHODS: Twenty-two patients with cervical spondylosis with or without myelopathy received a dynamic susceptibility contrast perfusion MRI exam consisting of a novel spin-and-gradient echo echoplanar acquisition before, during, and following gadolinium-based contrast injection. Estimation of relative spinal cord blood volume (rSCBV), the reversible relaxation rate (R2á), and relative oxygen extraction fraction (rOEF = R2á/rSCBV) was performed at the site of compression and compared with anterior-posterior spinal cord diameter and modified Japanese Orthopedic Association (mJOA) score, a measure of neurological impairment. RESULTS: rSCBV was linearly correlated with both anterior-posterior cord diameter (R2 = 0.4667, P = 0.0005) and mJOA (R2 = 0.2274, P = 0.0248). R2á was linearly correlated with mJOA (R2 = 0.3998, P = 0.0016) but not cord diameter (R2 = 0.055; P = 0.2950). Also, rOEF was correlated with both cord diameter (R2 = 0.3440, P = 0.0041) and mJOA (R2 = 0.4699, P = 0.0004). CONCLUSIONS: Results support the hypothesis that spinal cord compression results in ischemia and hypoxia, and the degree of ischemia and hypoxia is proportional to the degree of neurological impairment.


Subject(s)
Cervical Vertebrae/diagnostic imaging , Hypoxia/diagnostic imaging , Ischemia/diagnostic imaging , Spinal Cord/blood supply , Spinal Cord/diagnostic imaging , Spondylosis/diagnostic imaging , Adult , Aged , Cross-Sectional Studies , Female , Humans , Hypoxia/complications , Image Processing, Computer-Assisted , Ischemia/complications , Magnetic Resonance Imaging , Male , Middle Aged , Perfusion Imaging , Spinal Cord Compression/diagnostic imaging , Spinal Cord Compression/etiology , Spondylosis/etiology
3.
Sci Rep ; 9(1): 2846, 2019 02 26.
Article in English | MEDLINE | ID: mdl-30808879

ABSTRACT

To evaluate the association between a vessel size index (VSIMRI) derived from dynamic susceptibility contrast (DSC) perfusion imaging using a custom spin-and-gradient echo echoplanar imaging (SAGE-EPI) sequence and quantitative estimates of vessel morphometry based on immunohistochemistry from image-guided biopsy samples. The current study evaluated both relative cerebral blood volume (rCBV) and VSIMRI in eleven patients with high-grade glioma (7 WHO grade III and 4 WHO grade IV). Following 26 MRI-guided glioma biopsies in these 11 patients, we evaluated tissue morphometry, including vessel density and average radius, using an automated procedure based on the endothelial cell marker CD31 to highlight tumor vasculature. Measures of rCBV and VSIMRI were then compared to histological measures. We demonstrate good agreement between VSI measured by MRI and histology; VSIMRI = 13.67 µm and VSIHistology = 12.60 µm, with slight overestimation of VSIMRI in grade III patients compared to histology. rCBV showed a moderate but significant correlation with vessel density (r = 0.42, p = 0.03), and a correlation was also observed between VSIMRI and VSIHistology (r = 0.49, p = 0.01). The current study supports the hypothesis that vessel size measures using MRI accurately reflect vessel caliber within high-grade gliomas, while traditional measures of rCBV are correlated with vessel density and not vessel caliber.


Subject(s)
Blood Vessels/diagnostic imaging , Glioma/diagnostic imaging , Glioma/pathology , Image-Guided Biopsy , Magnetic Resonance Imaging , Blood Vessels/pathology , Blood Volume , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/metabolism , Brain Neoplasms/pathology , Brain Neoplasms/physiopathology , Female , Glioma/metabolism , Glioma/physiopathology , Humans , Immunohistochemistry , Male , Middle Aged , Neoplasm Grading , Reproducibility of Results
4.
Neuro Oncol ; 20(11): 1525-1535, 2018 10 09.
Article in English | MEDLINE | ID: mdl-29897562

ABSTRACT

Background: In the current study we used contrast-enhanced T1 subtraction maps to test whether early changes in enhancing tumor volume are prognostic for overall survival (OS) in newly diagnosed glioblastoma (GBM) patients treated with chemoradiation with or without bevacizumab (BV). Methods: Seven hundred ninety-eight patients (404 BV and 394 placebo) with newly diagnosed GBM in the AVAglio trial (NCT00943826) had baseline MRI scans available, while 337 BV-treated and 269 placebo-treated patients had >4 MRI scans for response evaluation. The volume of contrast-enhancing tumor was quantified and used for subsequent analyses. Results: A decrease in tumor volume during chemoradiation was associated with a longer OS in the placebo group (hazard ratio [HR] = 1.578, P < 0.0001) but not BV-treated group (HR = 1.135, P = 0.4889). Results showed a higher OS in patients on the placebo arm with a sustained decrease in tumor volume using a post-chemoradiation baseline (HR = 1.692, P = 0.0005), and a trend toward longer OS was seen in BV-treated patients (HR = 1.264, P = 0.0724). Multivariable Cox regression confirmed that sustained response or stable disease was prognostic for OS (HR = 0.7509, P = 0.0127) when accounting for age (P = 0.0002), KPS (P = 0.1516), postsurgical tumor volume (P < 0.0001), O6-methylguanine-DNA methyltransferase status (P < 0.0001), and treatment type (P = 0.7637) using the post-chemoradiation baseline. Conclusions: The post-chemoradiation timepoint is a better baseline for evaluating efficacy in newly diagnosed GBM. Early progression during the maintenance phase is consequential in predicting OS, supporting the use of progression-free survival rates as a meaningful surrogate for GBM.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Brain Neoplasms/mortality , Brain Neoplasms/pathology , Chemoradiotherapy/mortality , Glioblastoma/mortality , Glioblastoma/pathology , Tumor Burden , Adolescent , Adult , Aged , Aged, 80 and over , Bevacizumab/administration & dosage , Brain Neoplasms/therapy , Double-Blind Method , Female , Follow-Up Studies , Glioblastoma/therapy , Humans , Magnetic Resonance Imaging , Male , Middle Aged , Prognosis , Survival Rate , Temozolomide/administration & dosage , Young Adult
5.
Magn Reson Med ; 80(5): 1962-1978, 2018 11.
Article in English | MEDLINE | ID: mdl-29626359

ABSTRACT

PURPOSE: To introduce a new pH-sensitive and oxygen-sensitive MRI technique using amine proton CEST echo spin-and-gradient echo (SAGE) EPI (CEST-SAGE-EPI). METHODS: pH-weighting was obtained using CEST estimations of magnetization transfer ratio asymmetry (MTRasym ) at 3 ppm, and oxygen-weighting was obtained using R2' measurements. Glutamine concentration, pH, and relaxation rates were varied in phantoms to validate simulations and estimate relaxation rates. The values of MTRasym and R2' in normal-appearing white matter, T2 hyperintensity, contrast enhancement, and macroscopic necrosis were measured in 47 gliomas. RESULTS: Simulation and phantom results confirmed an increase in MTRasym with decreasing pH. The CEST-SAGE-EPI estimates of R2 , R2*, and R2' varied linearly with gadolinium diethylenetriamine penta-acetic acid concentration (R2 = 6.2 mM-1 ·sec-1 and R2* = 6.9 mM-1 ·sec-1 ). The CEST-SAGE-EPI and Carr-Purcell-Meiboom-Gill estimates of R2 (R2 = 0.9943) and multi-echo gradient-echo estimates of R2* (R2 = 0.9727) were highly correlated. T2 lesions had lower R2' and higher MTRasym compared with normal-appearing white matter, suggesting lower hypoxia and high acidity, whereas contrast-enhancement tumor regions had elevated R2' and MTRasym , indicating high hypoxia and acidity. CONCLUSION: The CEST-SAGE-EPI technique provides simultaneous pH-sensitive and oxygen-sensitive image contrasts for evaluation of the brain tumor microenvironment. Advantages include fast whole-brain acquisition, in-line B0 correction, and simultaneous estimation of CEST effects, R2 , R2*, and R2' at 3 T.


Subject(s)
Brain Neoplasms/diagnostic imaging , Glioma/diagnostic imaging , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Oxygen/chemistry , Adult , Aged , Aged, 80 and over , Brain/diagnostic imaging , Echo-Planar Imaging , Female , Humans , Hydrogen-Ion Concentration , Male , Middle Aged , Phantoms, Imaging , Young Adult
6.
Neuro Oncol ; 20(10): 1411-1418, 2018 09 03.
Article in English | MEDLINE | ID: mdl-29660005

ABSTRACT

Background: To overcome challenges with traditional response assessment in anti-angiogenic agents, the current study uses T1 subtraction maps to quantify volumetric radiographic response in monotherapy with cabozantinib, an orally bioavailable tyrosine kinase inhibitor with activity against vascular endothelial growth factor receptor 2 (VEGFR2), hepatocyte growth factor receptor (MET), and AXL, in an open-label, phase II trial in patients with recurrent glioblastoma (GBM) (NCT00704288). Methods: A total of 108 patients with adequate imaging data and confirmed recurrent GBM were included in this retrospective study from a phase II multicenter trial of cabozantinib monotherapy (XL184-201) at either 100 mg (N = 87) or 140 mg (N = 21) per day. Contrast enhanced T1-weighted digital subtraction maps were used to define volume of contrast-enhancing tumor at baseline and subsequent follow-up time points. Volumetric radiographic response (>65% reduction in contrast-enhancing tumor volume from pretreatment baseline tumor volume sustained for more than 4 wk) was tested as an independent predictor of overall survival (OS). Results: Volumetric response rate for all therapeutic doses was 38.9% (41.4% and 28.6% for 100 mg and 140 mg doses, respectively). A log-linear association between baseline tumor volume and OS (P = 0.0006) and a linear correlation between initial change in tumor volume and OS (P = 0.0256) were observed. A significant difference in OS was observed between responders (median OS = 20.6 mo) and nonresponders (median OS = 8.0 mo) (hazard ratio [HR] = 0.3050, P < 0.0001). Multivariable analyses showed that continuous measures of baseline tumor volume (HR = 1.0233, P < 0.0001) and volumetric response (HR = 0.2240, P < 0.0001) were independent predictors of OS. Conclusions: T1 subtraction maps provide value in determining response in recurrent GBM treated with cabozantinib and correlated with survival benefit.


Subject(s)
Anilides/therapeutic use , Brain Neoplasms/mortality , Contrast Media , Glioblastoma/mortality , Magnetic Resonance Imaging/methods , Neoplasm Recurrence, Local/mortality , Protein Kinase Inhibitors/therapeutic use , Pyridines/therapeutic use , Adult , Aged , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/drug therapy , Brain Neoplasms/pathology , Female , Follow-Up Studies , Glioblastoma/diagnostic imaging , Glioblastoma/drug therapy , Glioblastoma/pathology , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/diagnostic imaging , Neoplasm Recurrence, Local/drug therapy , Neoplasm Recurrence, Local/pathology , Prognosis , Retrospective Studies , Survival Rate , Tumor Burden , Young Adult
7.
Clin Cancer Res ; 23(19): 5745-5756, 2017 Oct 01.
Article in English | MEDLINE | ID: mdl-28655794

ABSTRACT

Purpose: Anti-VEGF therapies remain controversial in the treatment of recurrent glioblastoma (GBM). In the current study, we demonstrate that recurrent GBM patients with a specific diffusion MR imaging signature have an overall survival (OS) advantage when treated with cediranib, bevacizumab, cabozantinib, or aflibercept monotherapy at first or second recurrence. These findings were validated using a separate trial comparing bevacizumab with lomustine.Experimental Design: Patients with recurrent GBM and diffusion MRI from the monotherapy arms of 5 separate phase II clinical trials were included: (i) cediranib (NCT00035656); (ii) bevacizumab (BRAIN Trial, AVF3708g; NCT00345163); (iii) cabozantinib (XL184-201; NCT00704288); (iv) aflibercept (VEGF Trap; NCT00369590); and (v) bevacizumab or lomustine (BELOB; NTR1929). Apparent diffusion coefficient (ADC) histogram analysis was performed prior to therapy to estimate "ADCL," the mean of the lower ADC distribution. Pretreatment ADCL, enhancing volume, and clinical variables were tested as independent prognostic factors for OS.Results: The coefficient of variance (COV) in double baseline ADCL measurements was 2.5% and did not significantly differ (P = 0.4537). An ADCL threshold of 1.24 µm2/ms produced the largest OS differences between patients (HR ∼ 0.5), and patients with an ADCL > 1.24 µm2/ms had close to double the OS in all anti-VEGF therapeutic scenarios tested. Training and validation data confirmed that baseline ADCL was an independent predictive biomarker for OS in anti-VEGF therapies, but not in lomustine, after accounting for age and baseline enhancing tumor volume.Conclusions: Pretreatment diffusion MRI is a predictive imaging biomarker for OS in patients with recurrent GBM treated with anti-VEGF monotherapy at first or second relapse. Clin Cancer Res; 23(19); 5745-56. ©2017 AACR.


Subject(s)
Diffusion Magnetic Resonance Imaging/methods , Glioblastoma/drug therapy , Neoplasm Recurrence, Local/drug therapy , Vascular Endothelial Growth Factor A/genetics , Angiogenesis Inhibitors/administration & dosage , Angiogenesis Inhibitors/adverse effects , Anilides/administration & dosage , Anilides/adverse effects , Bevacizumab/administration & dosage , Bevacizumab/adverse effects , Biomarkers, Tumor/genetics , Disease-Free Survival , Female , Glioblastoma/diagnostic imaging , Glioblastoma/genetics , Glioblastoma/pathology , Humans , Lomustine/administration & dosage , Male , Middle Aged , Neoplasm Recurrence, Local/diagnostic imaging , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/pathology , Pyridines/administration & dosage , Pyridines/adverse effects , Quinazolines/administration & dosage , Quinazolines/adverse effects , Receptors, Vascular Endothelial Growth Factor/administration & dosage , Recombinant Fusion Proteins/administration & dosage , Recombinant Fusion Proteins/adverse effects , Vascular Endothelial Growth Factor A/antagonists & inhibitors
8.
J Neurooncol ; 134(1): 177-188, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28547590

ABSTRACT

The value of perfusion and diffusion-weighted MRI in differentiating histological subtypes according to the 2007 WHO glioma classification scheme (i.e. astrocytoma vs. oligodendroglioma) and genetic subtypes according to the 2016 WHO reclassification (e.g. 1p/19q co-deletion and IDH1 mutation status) in WHO grade II and III diffuse gliomas remains controversial. In the current study, we describe unique perfusion and diffusion MR signatures between histological and genetic glioma subtypes. Sixty-five patients with 2007 histological designations (astrocytomas and oligodendrogliomas), 1p/19q status (+ = intact/- = co-deleted), and IDH1 mutation status (MUT/WT) were included in this study. In all patients, median relative cerebral blood volume (rCBV) and apparent diffusion coefficient (ADC) were estimated within T2 hyperintense lesions. Bootstrap hypothesis testing was used to compare subpopulations of gliomas, separated by WHO grade and 2007 or 2016 glioma classification schemes. A multivariable logistic regression model was also used to differentiate between 1p19q+ and 1p19q- WHO II-III gliomas. Neither rCBV nor ADC differed significantly between histological subtypes of pure astrocytomas and pure oligodendrogliomas. ADC was significantly different between molecular subtypes (p = 0.0016), particularly between IDHWT and IDHMUT/1p19q+ (p = 0.0013). IDHMUT/1p19q+ grade III gliomas had higher median ADC; IDHWT grade III gliomas had higher rCBV with lower ADC; and IDHMUT/1p19q- had intermediate rCBV and ADC values, similar to their grade II counterparts. A multivariable logistic regression model was able to differentiate between IDHWT and IDHMUT WHO II and III gliomas with an AUC of 0.84 (p < 0.0001, 74% sensitivity, 79% specificity). Within IDHMUT WHO II-III gliomas, a separate multivariable logistic regression model was able to differentiate between 1p19q+ and 1p19q- WHO II-III gliomas with an AUC of 0.80 (p = 0.0015, 64% sensitivity, 82% specificity). ADC better differentiated between genetic subtypes of gliomas according to the 2016 WHO guidelines compared to the classification scheme outlined in the 2007 WHO guidelines based on histological features of the tissue. Results suggest a combination of rCBV, ADC, T2 hyperintense volume, and presence of contrast enhancement together may aid in non-invasively identifying genetic subtypes of diffuse gliomas.


Subject(s)
Brain Neoplasms , Diffusion Magnetic Resonance Imaging , Glioma , Magnetic Resonance Angiography , Adult , Aged , Aged, 80 and over , Area Under Curve , Brain Neoplasms/classification , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/genetics , Cerebral Blood Volume/genetics , Chromosome Deletion , Chromosomes, Human, Pair 1/genetics , Female , Glioma/classification , Glioma/diagnostic imaging , Glioma/genetics , Humans , Image Processing, Computer-Assisted , Isocitrate Dehydrogenase/genetics , Male , Middle Aged , Mutation/genetics , Retrospective Studies , Statistics, Nonparametric , World Health Organization , Young Adult
9.
Neuro Oncol ; 19(1): 89-98, 2017 01.
Article in English | MEDLINE | ID: mdl-27580889

ABSTRACT

BACKGROUND: The prognostic significance of baseline contrast enhancing tumor prior to second- or third-line therapy in recurrent glioblastoma (GBM) for overall survival (OS) remains controversial, particularly in the context of repeated surgical resection and/or use of anti-angiogenic therapy. In the current study, we examined recurrent GBM patients from both single and multicenter clinical trials to test whether baseline enhancing tumor volume, including central necrosis, is a significant prognostic factor for OS in recurrent GBM. METHODS: Included were 497 patients with recurrent GBM from 4 data sources: 2 single-center sites (University of Toronto, University of California Los Angeles) and 2 phase II multicenter trials (AVF3708G, Bevacizumab ± Irinotecan, NCT00345163; XL184-201, Cabozantinib, NCT00704288). T1 subtraction maps were used to define volume of contrast enhancing tumor, including central necrosis. Cox multivariable and univariate analyses were used to evaluate the relationship between tumor volume prior to second- or third-line therapy and OS. RESULTS: Both continuous measures of baseline tumor volume and tumors dichotomized into large (≥15cc) and small (<15cc) tumors were significant predictors of OS (P<.0001), independently of age and treatment. Univariate analysis demonstrated significant OS differences (P<.05) between large (≥15cc) and small (<15cc) tumors in patients under all therapeutic scenarios. Only patients treated with cabozantinib who previously failed anti-angiogenic therapy did not show an OS dependence on baseline tumor volume. CONCLUSIONS: Baseline tumor volume is a significant prognostic factor in recurrent GBM. Clinical trial treatment arms must have a balanced distribution of tumor size, and tumor size should be considered when interpreting therapeutic efficacy.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Brain Neoplasms/pathology , Contrast Media/metabolism , Glioblastoma/pathology , Neoplasm Recurrence, Local/pathology , Bevacizumab/administration & dosage , Biomarkers, Tumor/analysis , Brain Neoplasms/drug therapy , Brain Neoplasms/metabolism , Camptothecin/administration & dosage , Camptothecin/analogs & derivatives , Female , Follow-Up Studies , Glioblastoma/drug therapy , Glioblastoma/metabolism , Humans , Irinotecan , Male , Middle Aged , Molecular Imaging/methods , Necrosis , Neoplasm Recurrence, Local/drug therapy , Neoplasm Recurrence, Local/metabolism , Neoplasm Staging , Prognosis , Retrospective Studies , Survival Rate , Tumor Burden
10.
J Magn Reson Imaging ; 44(5): 1229-1237, 2016 11.
Article in English | MEDLINE | ID: mdl-26971534

ABSTRACT

PURPOSE: To evaluate a leakage correction algorithm for T1 and T2* artifacts arising from contrast agent extravasation in dynamic susceptibility contrast magnetic resonance imaging (DSC-MRI) that accounts for bidirectional contrast agent flux and compare relative cerebral blood volume (CBV) estimates and overall survival (OS) stratification from this model to those made with the unidirectional and uncorrected models in patients with recurrent glioblastoma (GBM). MATERIALS AND METHODS: We determined median rCBV within contrast-enhancing tumor before and after bevacizumab treatment in patients (75 scans on 1.5T, 19 scans on 3.0T) with recurrent GBM without leakage correction and with application of the unidirectional and bidirectional leakage correction algorithms to determine whether rCBV stratifies OS. RESULTS: Decreased post-bevacizumab rCBV from baseline using the bidirectional leakage correction algorithm significantly correlated with longer OS (Cox, P = 0.01), whereas rCBV change using the unidirectional model (P = 0.43) or the uncorrected rCBV values (P = 0.28) did not. Estimates of rCBV computed with the two leakage correction algorithms differed on average by 14.9%. CONCLUSION: Accounting for T1 and T2* leakage contamination in DSC-MRI using a two-compartment, bidirectional rather than unidirectional exchange model might improve post-bevacizumab survival stratification in patients with recurrent GBM. J. Magn. Reson. Imaging 2016;44:1229-1237.


Subject(s)
Blood Volume , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/drug therapy , Extravasation of Diagnostic and Therapeutic Materials/diagnostic imaging , Glioblastoma/diagnostic imaging , Glioblastoma/drug therapy , Survival Analysis , Adult , Aged , Algorithms , Antineoplastic Agents, Immunological/therapeutic use , Artifacts , Bevacizumab/therapeutic use , Blood Volume Determination/methods , Brain Neoplasms/mortality , Extravasation of Diagnostic and Therapeutic Materials/mortality , Female , Glioblastoma/mortality , Humans , Image Enhancement/methods , Los Angeles/epidemiology , Male , Middle Aged , Prevalence , Prognosis , Reproducibility of Results , Retrospective Studies , Risk Assessment/methods , Sensitivity and Specificity , Treatment Outcome
11.
J Child Neurol ; 31(5): 636-45, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26472749

ABSTRACT

Tuberous sclerosis complex is a multisystem genetic syndrome often affecting the central nervous system. The purpose of the current study was to identify topographical patterns in the distribution specific to epileptogenic (n = 37) and nonepileptogenic (n = 544) tubers throughout the brain for a cohort of 23 tuberous sclerosis complex patients with a history of seizures. Tubers localized to the inferior parietal lobes, middle frontal lobes, middle temporal lobes, or central sulcus regions were associated with a high frequency of epileptogenic tubers. Epileptogenic tubers occurred statistically more frequently within the inferior parietal lobe and within the central sulcus region in children younger than 1 or between 1 and 3 years old, respectively. Results imply seizure activity in tuberous sclerosis complex patients can be associated with the location of cortical tubers.


Subject(s)
Brain Mapping , Brain/diagnostic imaging , Epilepsy/diagnostic imaging , Epilepsy/etiology , Tuberous Sclerosis/complications , Adolescent , Brain/pathology , Child , Child, Preschool , Cohort Studies , Epilepsy/pathology , Female , Humans , Image Processing, Computer-Assisted , Infant , Magnetic Resonance Imaging , Male , Young Adult
12.
PLoS One ; 10(10): e0140250, 2015.
Article in English | MEDLINE | ID: mdl-26460744

ABSTRACT

Studies have suggested chronic pain syndromes are associated with neural reorganization in specific regions associated with perception, processing, and integration of pain. Urological chronic pelvic pain syndrome (UCPPS) represents a collection of pain syndromes characterized by pelvic pain, namely Chronic Prostatitis/Chronic Pelvic Pain Syndrome (CP/CPPS) and Interstitial Cystitis/Painful Bladder Syndrome (IC/PBS), that are both poorly understood in their pathophysiology, and treated ineffectively. We hypothesized patients with UCPPS may have microstructural differences in the brain compared with healthy control subjects (HCs), as well as patients with irritable bowel syndrome (IBS), a common gastrointestinal pain disorder. In the current study we performed population-based voxel-wise DTI and super-resolution track density imaging (TDI) in a large, two-center sample of phenotyped patients from the multicenter cohort with UCPPS (N = 45), IBS (N = 39), and HCs (N = 56) as part of the MAPP Research Network. Compared with HCs, UCPPS patients had lower fractional anisotropy (FA), lower generalized anisotropy (GA), lower track density, and higher mean diffusivity (MD) in brain regions commonly associated with perception and integration of pain information. Results also showed significant differences in specific anatomical regions in UCPPS patients when compared with IBS patients, consistent with microstructural alterations specific to UCPPS. While IBS patients showed clear sex related differences in FA, MD, GA, and track density consistent with previous reports, few such differences were observed in UCPPS patients. Heat maps illustrating the correlation between specific regions of interest and various pain and urinary symptom scores showed clustering of significant associations along the cortico-basal ganglia-thalamic-cortical loop associated with pain integration, modulation, and perception. Together, results suggest patients with UCPPS have extensive microstructural differences within the brain, many specific to syndrome UCPPS versus IBS, that appear to be localized to regions associated with perception and integration of sensory information and pain modulation, and seem to be a consequence of longstanding pain.


Subject(s)
Brain/pathology , Chronic Pain/pathology , Diffusion Magnetic Resonance Imaging , Neuroimaging , Pelvic Pain/pathology , Adult , Anisotropy , Case-Control Studies , Female , Humans , Irritable Bowel Syndrome/pathology , Male , Sex Characteristics
13.
Neuroradiology ; 57(8): 833-40, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26022354

ABSTRACT

INTRODUCTION: Uveal melanoma is a rare intraocular tumor with heterogeneous biological behavior, and additional noninvasive markers that may predict outcome are needed. Diffusion- and perfusion-weighted imaging may prove useful but have previously been limited in their ability to evaluate ocular tumors. Our purpose was to show the feasibility and potential value of a multiparametric (mp-) MRI protocol employing state of the art diffusion- and perfusion-weighted imaging techniques. METHODS: Sixteen patients with uveal melanoma were imaged with mp-MRI. Multishot readout-segmented echoplanar diffusion-weighted imaging, quantitative dynamic contrast-enhanced (DCE) MR perfusion imaging, and anatomic sequences were obtained. Regions of interest (ROIs) were drawn around tumors for calculation of apparent diffusion coefficient (ADC) and perfusion metrics (K (trans) , v e , k ep , and v p ). A generalized linear fit model was used to compare various MRI values with the American Joint Commission on Cancer (AJCC) tumor group and monosomy 3 status with significance set at P < 0.05. RESULTS: mp-MRI was performed successfully in all cases. MRI tumor height (mean [standard deviation]) was 6.5 mm (3.0). ROI volume was 278 mm(3) (222). ADC was 1.07 (0.27) × 10-3 mm(2)/s. DCE metrics were K (trans) 0.085/min (0.063), v e 0.060 (0.052), k ep 1.20/min (0.32), and v p 1.48 % (0.82). Patients with >33 % monosomy 3 had higher K (trans) and higher v e values than those with disomy 3 or ≤33 % monosomy (P < 0.01). There were no significant differences between ADC (P = 0.07), k ep (P = 0.37), and v p with respect to monosomy 3. CONCLUSION: mp-MRI for ocular tumor imaging using multishot EPI DWI and quantitative DCE perfusion is technically feasible. mp-MRI may help predict monosomy 3 in uveal melanoma.


Subject(s)
Chromosomes, Human, Pair 3/genetics , Genetic Predisposition to Disease/genetics , Magnetic Resonance Imaging/methods , Melanoma/genetics , Melanoma/pathology , Multimodal Imaging/methods , Uveal Neoplasms/genetics , Uveal Neoplasms/pathology , Adult , Aged , Aneuploidy , Female , Humans , Male , Middle Aged , Permeability , Polymorphism, Single Nucleotide/genetics , Reproducibility of Results , Sensitivity and Specificity , Tumor Burden
14.
Mol Imaging Biol ; 17(3): 434-42, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25465392

ABSTRACT

PURPOSE: Diffusion magnetic resonance imaging (MRI) and 6-[(18)F]fluoro-L-dopa ([(18)F]FDOPA) positron emission tomography (PET) are used to interrogate malignant tumor microenvironment. It remains unclear whether there is a relationship between [(18)F]FDOPA uptake, diffusion MRI estimates of apparent diffusion coefficient (ADC), and mitotic activity in the context of recurrent malignant gliomas, where the tumor may be confounded by the effects of therapy. The purpose of the current study is to determine whether there is a correlation between these imaging techniques and mitotic activity in malignant gliomas. PROCEDURES: We retrospectively examined 29 patients with recurrent malignant gliomas who underwent structural MRI, diffusion MRI, and [(18)F]FDOPA PET prior to surgical resection. Qualitative associations were noted, and quantitative voxel-wise and median measurement correlations between [(18)F]FDOPA PET, ADC, and mitotic index were performed. RESULTS: Areas of high [(18)F]FDOPA uptake exhibited low ADC and areas of hyperintensity T2/fluid-attenuated inversion recovery (FLAIR) with low [(18)F]FDOPA uptake exhibited high ADC. There was a significant inverse voxel-wise correlation between [(18)F]FDOPA and ADC for all patients. Median [(18)F]FDOPA uptake and median ADC also showed a significant inverse correlation. Median [(18)F]FDOPA uptake was positively correlated, and median ADC was inversely correlated with mitotic index from resected tumor tissue. CONCLUSIONS: A significant association may exist between [(18)F]FDOPA uptake, diffusion MRI, and mitotic activity in recurrent malignant gliomas.


Subject(s)
Brain Neoplasms/diagnostic imaging , Dihydroxyphenylalanine/analogs & derivatives , Glioma/diagnostic imaging , Positron-Emission Tomography , Adult , Aged , Brain Neoplasms/pathology , Cell Proliferation , Contrast Media/chemistry , Diffusion , Dihydroxyphenylalanine/chemistry , Female , Glioma/pathology , Humans , Image Processing, Computer-Assisted , Immunohistochemistry , Inflammation , Ki-67 Antigen/metabolism , Magnetic Resonance Imaging , Male , Middle Aged , Mitosis , Mitotic Index , Neoplasm Recurrence, Local , Retrospective Studies , Young Adult
15.
Neuroimage Clin ; 9: 617-24, 2015.
Article in English | MEDLINE | ID: mdl-26740915

ABSTRACT

BACKGROUND: Management of language difficulties is an important aspect of clinical care for glioma patients, and accurately identifying the possible language deficits in patients based on lesion location would be beneficial to clinicians. To that end, we examined the relationship between lesion presence and language performance on tests of receptive language and expressive language using a highly specific voxel-based lesion-symptom mapping (VLSM) approach in glioma patients. METHODS: 98 adults with primary glioma, who were pre-surgical candidates, were administered seven neurocognitive tests within the domains of receptive language and expressive language. The association between language performance and lesion presence was examined using VLSM. Statistical parametric maps were created for each test, and composite maps for both receptive language and expressive language were created to display the significant voxels common to all tests within these language domains. RESULTS: We identified clusters of voxels with a significant relationship between lesion presence and language performance. All tasks were associated with several white matter pathways. The receptive language tasks were additionally all associated with regions primarily within the lateral temporal lobe and medial temporal lobe. In contrast, the expressive language tasks shared little overlap, despite each task being independently associated with large anatomic areas. CONCLUSIONS: Our findings identify the key anatomic structures involved in language functioning in adult glioma patients using an innovative lesion analysis technique and suggest that expressive language abilities may be more task-dependent and distributed than receptive language abilities.


Subject(s)
Brain Neoplasms/pathology , Brain Neoplasms/psychology , Glioma/pathology , Glioma/psychology , Language , Adolescent , Adult , Aged , Aged, 80 and over , Cluster Analysis , Functional Laterality , Humans , Image Processing, Computer-Assisted , Magnetic Resonance Imaging/methods , Middle Aged , Neuropsychological Tests , Young Adult
16.
Tomography ; 1(1): 37-43, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26740971

ABSTRACT

The standard of care for newly diagnosed glioblastoma (GBM) is surgery, then radiotherapy (RT) with concurrent temozolomide (TMZ), followed by adjuvant TMZ. We hypothesized patients with low diffusivity measured using apparent diffusion coefficient (ADC) histogram analysis evaluated after RT+TMZ, prior to adjuvant TMZ, would have a significantly shorter progression-free (PFS) and overall survival (OS). To test this hypothesis we evaluated 120 patients with newly diagnosed GBM receiving RT+TMZ followed by adjuvant TMZ. MRI was performed after completion of RT+TMZ, prior to initiation of adjuvant TMZ. A double Gaussian mixed model was used to describe the ADC histograms within the enhancing tumor, where ADCL and ADCH were defined as the mean ADC value of the lower and higher Gaussian distribution, respectively. An ADCL value of 1.0 um2/ms and ADCH value of 1.6 um2/ms were used to stratify patients into high and low risk categories. Results suggest patients with low ADCL had significantly shorter PFS (Cox Hazard Ratio = 0.12, P = 0.0006). OS was significantly shorter with low ADCL tumors, showing a median OS of 407 vs. 644 days (Cox Hazard Ratio = 0.31, P = 0.047). ADCH was not predictive of PFS or OS when accounting for age and ADCL. In summary, newly diagnosed glioblastoma patients with low ADCL after completion of RT+TMZ are likely to progress and die earlier than patients with higher ADCL. Results suggest ADC histogram analysis may be useful for patient risk stratification following completion of RT+TMZ.

17.
Cancer Imaging ; 14: 31, 2014 Nov 14.
Article in English | MEDLINE | ID: mdl-25608485

ABSTRACT

BACKGROUND: Dynamic susceptibility contrast (DSC)-MRI is a well-established perfusion MR imaging technique for estimating relative cerebral blood volume (CBV) in primary brain tumors; however, tumors localized to regions with naturally elevated perfusion, including cortical tissue and common vascular territories, make evaluation of tumor vascularity difficult to assess. In the current study, we have constructed a large-scale radiographic atlas of CBV to assess treatment response to bevacizumab in individual patients with recurrent glioblastoma. METHODS: Z-score normalized CBV maps were registered to stereotactic atlas space in 450 patients with brain tumors. A CBV atlas was created by calculating the voxel-wise mean and variability in CBV. MRI and CBV maps from 32 recurrent glioblastoma patients were then obtained prior to and following treatment with bevacizumab, registered to and compared with the CBV atlas. The volume of tumor tissue with elevated CBV, percentage of enhancing tumor with elevated CBV, and the mean and maximum change in normalized CBV intensity relative to the atlas were computed. RESULTS: Voxel-wise comparison of individual patient CBV maps to the atlas allowed delineation of elevated tumor perfusion from artery and normal cortical tissue. An atlas-defined hypervascular tumor blood volume greater than 2.35 cc prior to treatment, 0.14 cc after treatment, and a decrease in atlas-defined hypervascular tumor volume less than 80% following treatment were characteristic of a shorter PFS and OS. Traditional measures of CBV were not predictive of PFS or OS. CONCLUSIONS: This study highlights the advantages of large-scale population maps to identify abnormal biological tissues.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Blood Volume Determination/methods , Brain Neoplasms/pathology , Cerebrovascular Circulation , Glioblastoma/pathology , Magnetic Resonance Imaging/methods , Tumor Burden , Bevacizumab , Blood Volume , Brain Neoplasms/drug therapy , Brain Neoplasms/mortality , Brain Neoplasms/physiopathology , Glioblastoma/drug therapy , Glioblastoma/mortality , Glioblastoma/physiopathology , Humans , Proportional Hazards Models , Retrospective Studies
18.
Article in English | MEDLINE | ID: mdl-24204201

ABSTRACT

Healthy vasculature exhibits a hierarchical branching structure in which, on average, vessel radius and length change systematically with branching order. In contrast, tumor vasculature exhibits less hierarchy and more variability in its branching patterns. Although differences in vasculature have been highlighted in the literature, there has been very little quantification of these differences. Fractal analysis is a natural tool for comparing tumor and healthy vasculature, especially because it has already been used extensively to model healthy tissue. In this paper, we provide a fractal analysis of existing vascular data, and we present a new mathematical framework for predicting tumor growth trajectories by coupling: (1) the fractal geometric properties of tumor vascular networks, (2) metabolic properties of tumor cells and host vascular systems, and (3) spatial gradients in resources and metabolic states within the tumor. First, we provide a new analysis for how the mean and variation of scaling exponents for ratios of vessel radii and lengths in tumors differ from healthy tissue. Next, we use these characteristic exponents to predict metabolic rates for tumors. Finally, by combining this analysis with general growth equations based on energetics, we derive universal growth curves that enable us to compare tumor and ontogenetic growth. We also extend these growth equations to include necrotic, quiescent, and proliferative cell states and to predict novel growth dynamics that arise when tumors are treated with drugs. Taken together, this mathematical framework will help to anticipate and understand growth trajectories across tumor types and drug treatments.

19.
J Am Chem Soc ; 135(1): 354-66, 2013 Jan 09.
Article in English | MEDLINE | ID: mdl-23259600

ABSTRACT

Nonenzymatic, template-directed synthesis of nucleic acids is a paradigm for self-replicating systems. The evolutionary dynamics of such systems depend on several factors, including the mutation rates, relative replication rates, and sequence characteristics of mutant sequences. We measured the kinetics of correct and incorrect monomer insertion downstream of a primer-template mismatch (mutation), using a range of backbone structures (RNA, DNA, and LNA templates and RNA and DNA primers) and two types of 5'-activated nucleotides (oxyazabenzotriazolides and imidazolides, i.e., nucleoside 5'-phosphorimidazolides). Our study indicated that for all systems studied, an initial mismatch was likely to be followed by another error (54-75% of the time), and extension after a single mismatch was generally 10-100 times slower than extension without errors. If the mismatch was followed by a matched base pair, the extension rate recovered to nearly normal levels. On the basis of these data, we simulated nucleic acid replication in silico, which indicated that a primer suffering an initial error would lag behind properly extended counterparts due to a cascade of subsequent errors and kinetic stalling, with the typical mutational event consisting of several consecutive errors. Our study also included different sequence contexts, which suggest the presence of cooperativity among monomers affecting both absolute rate (by up to 2 orders of magnitude) and fidelity. The results suggest that molecular evolution in enzyme-free replication systems would be characterized by large "leaps" through sequence space rather than isolated point mutations, perhaps enabling rapid exploration of diverse sequences. The findings may also be useful for designing self-replicating systems combining high fidelity with evolvability.


Subject(s)
Nucleic Acids/genetics , Base Pair Mismatch , Base Sequence , Kinetics , Mutation , Nucleic Acids/chemistry , Oxidation-Reduction
20.
CNS Oncol ; 2(1): 33-47, 2013 Jan.
Article in English | MEDLINE | ID: mdl-24570837

ABSTRACT

The discovery that malignant gliomas produce an excessive amount of VEGF, a key mediator of angiogenesis, has heightened interest in developing drugs that block angiogenic pathways. These antiangiogenic drugs tend to decrease vascular permeability, thereby diminishing tumor contrast enhancement independent of anti-tumor effects. This has made the determination of tumor response difficult, since contrast enhancement on post-contrast T1-weighted images is standard for assessing therapy effectiveness. In light of these unique challenges in assessing antiangiogenic therapy, new biomarkers have been proposed, based on advanced magnetic resonance techniques and PET. This article outlines the challenges associated with the evaluation of antiangiogenic therapy in malignant gliomas and describes how new imaging biomarkers can be used to better predict response.


Subject(s)
Angiogenesis Inhibitors/therapeutic use , Biomarkers , Brain Neoplasms/therapy , Glioma/diagnosis , Glioma/therapy , Neuroimaging , Humans
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