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1.
Neuroimage ; 225: 117471, 2021 01 15.
Article in English | MEDLINE | ID: mdl-33099007

ABSTRACT

Here we present a method for the simultaneous segmentation of white matter lesions and normal-appearing neuroanatomical structures from multi-contrast brain MRI scans of multiple sclerosis patients. The method integrates a novel model for white matter lesions into a previously validated generative model for whole-brain segmentation. By using separate models for the shape of anatomical structures and their appearance in MRI, the algorithm can adapt to data acquired with different scanners and imaging protocols without retraining. We validate the method using four disparate datasets, showing robust performance in white matter lesion segmentation while simultaneously segmenting dozens of other brain structures. We further demonstrate that the contrast-adaptive method can also be safely applied to MRI scans of healthy controls, and replicate previously documented atrophy patterns in deep gray matter structures in MS. The algorithm is publicly available as part of the open-source neuroimaging package FreeSurfer.


Subject(s)
Brain/pathology , Image Interpretation, Computer-Assisted/methods , Image Processing, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Multiple Sclerosis/pathology , Algorithms , Atrophy/pathology , Brain/diagnostic imaging , Gray Matter/pathology , Humans , Multiple Sclerosis/diagnostic imaging , Neuroimaging , White Matter/pathology
2.
Article in English | MEDLINE | ID: mdl-34368788

ABSTRACT

BACKGROUND: The amyloid cascade hypothesis characterizes the stereotyped progression of pathological changes in Alzheimer's disease (AD) beginning with beta amyloid deposition, but does not address the reasons for amyloid deposition. Brain areas with relatively higher neuronal activity, metabolic demand, and production of reactive oxygen species in earlier life may have higher beta amyloid deposition in later life. The aim of this study was to investigate early life patterns of perfusion and late life patterns of amyloid deposition to determine the extent to which normative cerebral perfusion predisposes specific regions to future beta amyloid deposition. MATERIALS AND METHODS: One hundred twenty-eight healthy, older human subjects (age: 56-87 years old; 44% women) underwent positron emission tomography (PET) imaging with [11C]PiB for measures of amyloid burden. Cerebral perfusion maps derived from 47 healthy younger adults (age: 22-49; 47%) who had undergone single photon emission computed tomography (SPECT) imaging, were averaged to create a normative template, representative of young, healthy adults. Perfusion and amyloid measures were investigated in 31 cortical regions from the Hammers atlas. We examined the spatial relationship between normative perfusion patterns and amyloid pathophysiology. RESULTS: The pattern of increasing perfusion (temporal lobe < parietal lobe < frontal lobe < insula/cingulate gyrus < occipital lobe; F(4,26) = 7.8, p = 0.0003) in young, healthy adults was not exactly identical to but approximated the pattern of increasing amyloid burden (temporal lobe < occipital lobe < frontal lobe < parietal lobe < insula/cingulate gyrus; F(4,26) = 5.0, p = 0.004) in older adults. However, investigating subregions within cortical lobes provided consistent agreement between ranked normative perfusion patterns and expected Thal staging of amyloid progression in AD (Spearman r = 0.39, p = 0.03). CONCLUSION: Our findings suggest that brain areas with normatively greater perfusion may be more susceptible to amyloid deposition in later life, possibly due to higher metabolic demand, and associated levels of oxidative stress and inflammation.

3.
PLoS One ; 13(3): e0194051, 2018.
Article in English | MEDLINE | ID: mdl-29554115

ABSTRACT

Mobility impairment in older persons is associated with brain white matter hyperintensities (WMH), a common finding in magnetic resonance images and one established imaging biomarker of small vessel disease. The contribution of possible microstructural abnormalities within normal-appearing white matter (NAWM) to mobility, however, remains unclear. We used diffusion tensor imaging (DTI) measures, i.e. fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), radial diffusivity (RD), to assess microstructural changes within supratentorial NAWM and WMH sub-compartments, and to investigate their association with changes in mobility performance, i.e. Tinetti assessment and the 2.5-meters walk time test. We analyzed baseline (N = 86, age ≥75 years) and 4-year (N = 41) follow-up data. Results from cross-sectional analysis on baseline data showed significant correlation between WMH volume and NAWM-FA (r = -0.33, p = 0.002), NAWM-AD (r = 0.32, p = 0.003) and NAWM-RD (r = 0.39, p = 0.0002). Our longitudinal analysis showed that after 4-years, FA and AD decreased and RD increased within NAWM. In regional tract-based analysis decrease in NAWM-FA and increase in NAWM-RD within the genu of the corpus callosum correlated with slower walk time independent of age, gender and WMH burden. In conclusion, global DTI indices of microstructural integrity indicate that significant changes occur in the supratentorial NAWM over four years. The observed changes likely reflect white matter deterioration resulting from aging as well as accrual of cerebrovascular injury associated with small vessel disease. The observed association between mobility scores and regional measures of NAWM microstructural integrity within the corpus callosum suggests that subtle changes within this structure may contribute to mobility impairment.


Subject(s)
White Matter/pathology , Aged , Aged, 80 and over , Anisotropy , Corpus Callosum/pathology , Cross-Sectional Studies , Diffusion Tensor Imaging/methods , Female , Humans , Magnetic Resonance Imaging/methods , Male
4.
J Neuroimaging ; 28(1): 36-47, 2018 01.
Article in English | MEDLINE | ID: mdl-29235194

ABSTRACT

BACKGROUND AND PURPOSE: A pipeline for fully automated segmentation of 3T brain MRI scans in multiple sclerosis (MS) is presented. This 3T morphometry (3TM) pipeline provides indicators of MS disease progression from multichannel datasets with high-resolution 3-dimensional T1-weighted, T2-weighted, and fluid-attenuated inversion-recovery (FLAIR) contrast. 3TM segments white (WM) and gray matter (GM) and cerebrospinal fluid (CSF) to assess atrophy and provides WM lesion (WML) volume. METHODS: To address nonuniform distribution of noise/contrast (eg, posterior fossa in 3D-FLAIR) of 3T magnetic resonance imaging, the method employs dual sensitivity (different sensitivities for lesion detection in predefined regions). We tested this approach by assigning different sensitivities to supratentorial and infratentorial regions, and validated the segmentation for accuracy against manual delineation, and for precision in scan-rescans. RESULTS: Intraclass correlation coefficients of .95, .91, and .86 were observed for WML and CSF segmentation accuracy and brain parenchymal fraction (BPF). Dual sensitivity significantly reduced infratentorial false-positive WMLs, affording increases in global sensitivity without decreasing specificity. Scan-rescan yielded coefficients of variation (COVs) of 8% and .4% for WMLs and BPF and COVs of .8%, 1%, and 2% for GM, WM, and CSF volumes. WML volume difference/precision was .49 ± .72 mL over a range of 0-24 mL. Correlation between BPF and age was r = .62 (P = .0004), and effect size for detecting brain atrophy was Cohen's d = 1.26 (standardized mean difference vs. healthy controls). CONCLUSIONS: This pipeline produces probability maps for brain lesions and tissue classes, facilitating expert review/correction and may provide high throughput, efficient characterization of MS in large datasets.


Subject(s)
Brain/diagnostic imaging , Gray Matter/diagnostic imaging , Magnetic Resonance Imaging/methods , Multiple Sclerosis/diagnostic imaging , Adult , Aged , Atrophy/diagnostic imaging , Atrophy/pathology , Brain/pathology , Female , Gray Matter/pathology , Humans , Image Processing, Computer-Assisted/methods , Male , Middle Aged , Multiple Sclerosis/pathology , Sensitivity and Specificity , Young Adult
5.
Neurology ; 89(10): 1020-1027, 2017 Sep 05.
Article in English | MEDLINE | ID: mdl-28779010

ABSTRACT

OBJECTIVE: To investigate the effect of postoperative delirium on longitudinal brain microstructural changes, as measured by diffusion tensor imaging. METHODS: We studied a subset of the larger Successful Aging after Elective Surgery (SAGES) study cohort of older adults (≥70 years) without dementia undergoing elective surgery: 113 participants who had diffusion tensor imaging before and 1 year after surgery. Postoperative delirium severity and occurrence were assessed during the hospital stay using the Confusion Assessment Method and a validated chart review method. We investigated the association of delirium severity and occurrence with longitudinal diffusion changes across 1 year, adjusting for age, sex, vascular comorbidity, and baseline cognitive performance. We also assessed the association between changes in diffusion and cognitive performance across the 1-year follow-up period, adjusting for age, sex, education, and baseline cognitive performance. RESULTS: Postoperative delirium occurred in 25 participants (22%). Delirium severity and occurrence were associated with longitudinal diffusion changes in the periventricular, frontal, and temporal white matter. Diffusion changes were also associated with changes in cognitive performance across 1 year, although the cognitive changes did not show significant association with delirium severity or occurrence. CONCLUSIONS: Our study raises the possibility that delirium has an effect on the development of brain microstructural abnormalities, which may reflect brain changes underlying cognitive trajectories. Future studies are warranted to clarify whether delirium is the driving factor of the observed changes or rather a correlate of a vulnerable brain that is at high risk for neurodegenerative processes.


Subject(s)
Brain/diagnostic imaging , Delirium/drug therapy , Delirium/etiology , Diffusion Tensor Imaging , Elective Surgical Procedures , Postoperative Complications/diagnostic imaging , Aged , Disease Progression , Female , Follow-Up Studies , Humans , Longitudinal Studies , Male , Prospective Studies , Severity of Illness Index
6.
J Cereb Blood Flow Metab ; 37(4): 1386-1397, 2017 Apr.
Article in English | MEDLINE | ID: mdl-27401806

ABSTRACT

Three-dimensional Arterial Spin Labeling (ASL) MRI was performed before surgery in a cohort of 146 prospectively enrolled subjects ≥ 70 years old scheduled to undergo elective surgery. We investigated the prospective association between ASL-derived measures of cerebral blood flow (CBF) before surgery with postoperative delirium incidence and severity using whole-brain and globally normalized voxel-wise analysis. We also investigated the cross-sectional association of CBF with patients' baseline performance on specific neuropsychological tests, and with a composite general cognitive performance measure (GCP). Out of 146 subjects, 32 (22%) developed delirium. We found no significant association between global and voxel-wise CBF with delirium incidence or severity. We found the most significant positive associations between CBF of the posterior cingulate and precuneus and the Hopkins Verbal Learning Test - Revised total score, Visual Search and Attention Test (VSAT) score and the GCP composite. VSAT score was also strongly associated with right parietal lobe CBF. ASL can be employed in a large, well-characterized older cohort to examine associations between CBF and age-related cognitive performance. Although ASL CBF measures in regions previously associated with preclinical Alzheimer's Disease were correlated with cognition, they were not found to be indicators of baseline pathology that may increase risk for delirium.


Subject(s)
Cerebrovascular Circulation/physiology , Cognitive Aging/physiology , Emergence Delirium/diagnostic imaging , Imaging, Three-Dimensional/methods , Magnetic Resonance Imaging/methods , Neuroimaging/methods , Aged , Cross-Sectional Studies , Emergence Delirium/epidemiology , Emergence Delirium/etiology , Humans , Incidence , Neuropsychological Tests , Predictive Value of Tests , Prospective Studies , Surveys and Questionnaires
7.
Mult Scler ; 23(9): 1214-1224, 2017 Aug.
Article in English | MEDLINE | ID: mdl-27780913

ABSTRACT

OBJECTIVE: We investigated whether diffusion tensor imaging (DTI) could reveal early hippocampal damage and clinically relevant correlates of memory impairment in persons with clinically isolated syndrome (CIS) suggestive of multiple sclerosis (MS). METHODS: A total of 37 persons with CIS, 32 with MS and 36 controls prospectively included from 2011 to 2014 were tested for cognitive performances and scanned with 3T-magnetic resonance imaging (MRI) to assess volumetric and DTI changes within the hippocampus, whole brain volume and T2-lesion load. RESULTS: While there was no hippocampal atrophy in the CIS group, hippocampal fractional anisotropy (FA) was significantly decreased compared to controls. Decrease in hippocampal FA together with increased mean diffusivity (MD) was even more prominent in MS patients. In CIS, hippocampal MD was correlated with episodic verbal memory performance ( r = -0.57, p = 0.0002 and odds ratio (OR) = 0.058, 95% confidence interval (CI) = 0.0057-0.59, p = 0.016 adjusted for age, gender, depression and T2-lesion load), but not with cognitive tasks unrelated to hippocampal functions. Hippocampal MD was the only variable discriminating memory-impaired from memory-preserved persons with CIS (area under the curve (AUC) = 0.77, sensitivity = 90.0%, specificity = 70.3%, positive predictive value (PPV) = 52.9%, negative predictive value (NPV) = 95.0%). CONCLUSION: DTI alterations within the hippocampus might reflect early neurodegenerative processes that are correlated with episodic memory performance, discriminating persons with CIS according to their memory status.


Subject(s)
Demyelinating Diseases/pathology , Demyelinating Diseases/physiopathology , Hippocampus/pathology , Memory Disorders/physiopathology , Memory, Episodic , Adult , Demyelinating Diseases/diagnostic imaging , Diffusion Tensor Imaging , Female , Hippocampus/diagnostic imaging , Humans , Male , Middle Aged , Multiple Sclerosis/diagnostic imaging , Multiple Sclerosis/pathology , Multiple Sclerosis/physiopathology , Young Adult
8.
J Neurol Neurosurg Psychiatry ; 88(2): 146-151, 2017 Feb.
Article in English | MEDLINE | ID: mdl-27789541

ABSTRACT

BACKGROUND: Cerebellar damage has been implicated in information processing speed (IPS) impairment associated with multiple sclerosis (MS) that might result from functional disconnection in the frontocerebellar loop. Structural alterations in individual posterior lobules, in which cognitive functioning seems preponderant, are still unknown. Our aim was to investigate the impact of grey matter (GM) volume alterations in lobules VI to VIIIb on IPS in persons with clinically isolated syndrome (PwCIS), MS (PwMS) and healthy subjects (HS). METHODS: 69 patients (37 PwCIS, 32 PwMS) and 36 HS underwent 3 T MRI including 3-dimensional T1-weighted MRIs. Cerebellum lobules were segmented using SUIT V.3.0 to estimate their normalised GM volume. Neuropsychological testing was performed to assess IPS and main cognitive functions. RESULTS: Normalised GM volumes were significantly different between PwMS and HS for the right (p<0.001) and left lobule VI (p<0.01), left crus I, right VIIb and entire cerebellum (p<0.05 for each comparison) and between PwMS and PwCIS for all lobules in subregions VI and left crus I (p<0.05). IPS, attention and working memory were impaired in PwMS compared with PwCIS. In the whole population of patients (PwMS and PwCIS), GM loss in vermis VI (R2=0.36; p<0.05 when considering age and T2 lesion volume as covariates) were associated with IPS impairment. CONCLUSIONS: GM volume decrease in posterior lobules (especially vermis VI) was associated with reduced IPS. Our results suggest a significant impact of posterior lobules pathology in corticocerebellar loop disruption resulting in automation and cognitive optimisation lack in MS. TRIAL REGISTRATION: Clinicaltrail NCT01207856, NCT01865357; Pre-results.


Subject(s)
Cerebellum/diagnostic imaging , Cognition/physiology , Memory, Short-Term/physiology , Multiple Sclerosis/diagnostic imaging , Reaction Time/physiology , Adult , Attention/physiology , Disease Progression , Female , Humans , Image Processing, Computer-Assisted , Magnetic Resonance Imaging , Male , Middle Aged , Multiple Sclerosis/psychology , Neuropsychological Tests , Organ Size/physiology , Young Adult
9.
Brain ; 139(Pt 4): 1282-94, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26920674

ABSTRACT

Despite the significant impact of postoperative delirium on surgical outcomes and the long-term prognosis of older patients, its neural basis has not yet been clarified. In this study we investigated the impact of premorbid brain microstructural integrity, as measured by diffusion tensor imaging before surgery, on postoperative delirium incidence and severity, as well as the relationship among presurgical cognitive performance, diffusion tensor imaging abnormalities and postoperative delirium. Presurgical diffusion tensor imaging scans of 136 older (≥70 years), dementia-free subjects from the prospective Successful Aging after Elective Surgery study were analysed blind to the clinical data and delirium status. Primary outcomes were postoperative delirium incidence and severity during the hospital stay, as assessed by the Confusion Assessment Method. We measured cognition before surgery using general cognitive performance, a composite score based on a battery of neuropsychological tests. We investigated the association between presurgical diffusion tensor imaging parameters of brain microstructural integrity (i.e. fractional anisotropy, axial, mean and radial diffusivity) with postoperative delirium incidence and severity. Analyses were adjusted for the following potential confounders: age, gender, vascular comorbidity status, and general cognitive performance. Postoperative delirium occurred in 29 of 136 subjects (21%) during hospitalization. Presurgical diffusion tensor imaging abnormalities of the cerebellum, cingulum, corpus callosum, internal capsule, thalamus, basal forebrain, occipital, parietal and temporal lobes, including the hippocampus, were associated with delirium incidence and severity, after controlling for age, gender and vascular comorbidities. After further controlling for general cognitive performance, diffusion tensor imaging abnormalities of the cerebellum, hippocampus, thalamus and basal forebrain still remained associated with delirium incidence and severity. This study raises the intriguing possibility that structural dysconnectivity involving interhemispheric and fronto-thalamo-cerebellar networks, as well as microstructural changes of structures involved in limbic and memory functions predispose to delirium under the stress of surgery. While the diffusion tensor imaging abnormalities observed in the corpus callosum, cingulum, and temporal lobe likely constitute the neural substrate for the association between premorbid cognition, as measured by general cognitive performance, and postoperative delirium, the microstructural changes observed in the cerebellum, hippocampus, thalamus and basal forebrain seem to constitute a separate phenomenon that predisposes to postsurgical delirium independent of presurgical cognitive status.


Subject(s)
Brain/pathology , Delirium/diagnosis , Diffusion Magnetic Resonance Imaging/methods , Elective Surgical Procedures/adverse effects , Postoperative Complications/diagnosis , Preoperative Care/methods , Aged , Aged, 80 and over , Aging/pathology , Aging/psychology , Cohort Studies , Cross-Sectional Studies , Delirium/etiology , Delirium/psychology , Female , Humans , Male , Postoperative Complications/etiology , Postoperative Complications/psychology , Prospective Studies
10.
Neurobiol Aging ; 36(6): 2122-9, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25824618

ABSTRACT

Postoperative delirium is a common complication in older people and is associated with increased mortality, morbidity, institutionalization, and caregiver burden. Although delirium is an acute confusional state characterized by global impairments in attention and cognition, it has been implicated in permanent cognitive impairment and dementia. The pathogenesis of delirium and the mechanisms leading to these disabling consequences remain unclear. The present study is the first to address the potential predisposing role of brain morphologic changes toward postoperative delirium in a large prospective cohort of patients undergoing elective surgery using state-of-the-art magnetic resonance imaging (MRI) techniques conducted before admission. We investigated the association of MRI-derived quantitative measures of white-matter damage, global brain, and hippocampal volume with the incidence and severity of delirium. Presurgical white-matter hyperintensities (WMHs), whole brain, and hippocampal volume were measured in 146 consecutively enrolled subjects, ≥70 years old, without dementia who were undergoing elective surgery. These 3 presurgical MRI indices were tested as predictors of incidence and severity of subsequent delirium. Out of 146 subjects, 32 (22%) developed delirium. We found no statistically significant differences in WMH, whole brain, or hippocampal volume between subjects with and without delirium. Both unadjusted and adjusted (age, gender, vascular comorbidity, and general cognitive performance) regression analyses demonstrated no statistically significant association between any of the MRI measures with respect to delirium incidence or severity. In persons without dementia, preexisting cerebral WMHs, general and hippocampal atrophy may not predispose to postoperative delirium or worsen its severity.


Subject(s)
Brain/pathology , Delirium/diagnosis , Delirium/epidemiology , Magnetic Resonance Imaging , Postoperative Complications/epidemiology , White Matter/pathology , Aged , Aged, 80 and over , Atrophy , Female , Hippocampus/pathology , Humans , Incidence , Male , Organ Size , Regression Analysis , Severity of Illness Index
11.
J Cereb Blood Flow Metab ; 34(2): 228-34, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24129749

ABSTRACT

White matter hyperintensities (WMH) in elderly individuals with vascular diseases are presumed to be due to ischemic small vessel diseases; however, their etiology is unknown. We examined the cross-sectional relationship between cerebrovascular hemodynamics and white matter structural integrity in elderly individuals with vascular risk factors. White matter hyperintensity volumes, fractional anisotropy (FA), and mean diffusivity (MD) were obtained from MRI in 48 subjects (75±7years). Pulsatility index (PI) and dynamic cerebral autoregulation (dCA) was assessed using transcranial Doppler ultrasound of the middle cerebral artery. Dynamic cerebral autoregulation was calculated from transfer function analysis (phase and gain) of spontaneous blood pressure and flow velocity oscillations in the low (LF, 0.03 to 0.15 Hz) and high (HF, 0.16 to 0.5 Hz) frequency ranges. Higher PI was associated with greater WMH (P<0.005). Higher phase across all frequency ranges was associated with greater FA and lower MD (P<0.005). Lower gain was associated with higher FA in the LF range (P=0.001). These relationships between phase and FA were significant in the territories limited to the middle cerebral artery as well as across the entire brain. Our results show a strong relationship between impaired cerebrovascular hemodynamics (PI and dCA) and loss of cerebral white matter structural integrity (WMH and DTI metrics) in elderly individuals.


Subject(s)
Blood Pressure , Brain Ischemia , Cerebral Cortex , Cerebrovascular Circulation , Leukoencephalopathies , Middle Cerebral Artery , Aged , Aged, 80 and over , Brain Ischemia/diagnostic imaging , Brain Ischemia/physiopathology , Cerebral Cortex/blood supply , Cerebral Cortex/diagnostic imaging , Cerebral Cortex/physiopathology , Female , Humans , Leukoencephalopathies/diagnostic imaging , Leukoencephalopathies/physiopathology , Male , Middle Cerebral Artery/diagnostic imaging , Middle Cerebral Artery/physiopathology , Risk Factors , Ultrasonography, Doppler, Transcranial/methods
12.
BMC Neurol ; 13: 101, 2013 Aug 02.
Article in English | MEDLINE | ID: mdl-23915113

ABSTRACT

BACKGROUND: Natalizumab (NTZ) discontinuation leads to multiple sclerosis reactivation.The objective of this study is to compare disease activity in MS patients who continued on NTZ treatment to those who were switched to subcutaneous interferon 1b (IFNB) treatment. METHODS: 1-year randomized, rater-blinded, parallel-group, pilot study (ClinicalTrial.gov ID: NCT01144052). Relapsing remitting MS patients on NTZ for ≥12 months who had been free of disease activity on this therapy (no relapses and disability progression for ≥6 months, no gadolinium-enhancing lesions on baseline MRI) were randomized to NTZ or IFNB. Primary endpoint was time to first on-study relapse. Additional clinical, MRI and safety parameters were assessed. Analysis was based on intention to treat. RESULTS: 19 patients (NTZ n=10; IFNB n=9) with similar baseline characteristics were included. 78% of IFNB treated patients remained relapse free (NTZ group: 100%), and 25% remained free of new T2 lesions (NTZ group: 62.5%). While time to first on-study relapse was not significantly different between groups (p=0.125), many secondary clinical and radiological endpoints (number of relapses, proportion of relapse free patients, number of new T2 lesions) showed a trend, or were significant (new T2 lesions at month 6) in favoring NTZ. CONCLUSIONS: De-escalation therapy from NTZ to IFNB over 1 year was associated with some clinical and radiological disease recurrence. Overall no major safety concerns were observed.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Immunologic Factors/therapeutic use , Interferon-beta/therapeutic use , Multiple Sclerosis, Relapsing-Remitting/drug therapy , Adult , Disability Evaluation , Double-Blind Method , Female , Follow-Up Studies , Gadolinium , Humans , Interferon beta-1b , Kaplan-Meier Estimate , Magnetic Resonance Imaging , Male , Middle Aged , Multiple Sclerosis, Relapsing-Remitting/mortality , Natalizumab , Pilot Projects , Young Adult
14.
Ann Neurol ; 70(2): 213-20, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21674588

ABSTRACT

OBJECTIVE: Neurovascular coupling may be involved in compensatory mechanisms responsible for preservation of gait speed in elderly people with cerebrovascular disease. Our study examines the association between neurovascular coupling in the middle cerebral artery and gait speed in elderly individuals with impaired cerebral vasoreactivity. METHODS: Twenty-two fast and 20 slow walkers in the lowest quartile of cerebral vasoreactivity were recruited from the MOBILIZE Boston Study. Neurovascular coupling was assessed in bilateral middle cerebral arteries by measuring cerebral blood flow during the N-Back task. Cerebral white matter hyperintensities were measured for each group using magnetic resonance imaging. RESULTS: Neurovascular coupling was attenuated in slow compared to fast walkers (2.8%; 95% confidence interval [CI], -0.9 to 6.6 vs 8.2%; 95% CI, 4.7-11.8; p = 0.02). The odds ratio of being a slow walker was 6.4 (95% CI, 1.7-24.9; p = 0.007) if there was a high burden of white matter hyperintensity; however, this risk increased to 14.5 (95% CI, 2.3-91.1; p = 0.004) if neurovascular coupling was also attenuated. INTERPRETATION: Our results suggest that intact neurovascular coupling may help preserve mobility in elderly people with cerebral microvascular disease.


Subject(s)
Cerebrovascular Circulation/physiology , Gait/physiology , Aged , Aged, 80 and over , Blood Flow Velocity/physiology , Boston , Brain/anatomy & histology , Brain/physiology , Female , Hemodynamics , Humans , Magnetic Resonance Imaging , Male , Middle Cerebral Artery/physiology , Regional Blood Flow , Ultrasonography, Doppler, Transcranial
15.
J Neurol Neurosurg Psychiatry ; 82(10): 1125-31, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21429902

ABSTRACT

OBJECTIVE: To investigate the predictive value of 1 year subtraction MRI (sMRI) on activity and progression over the next 4 years in early phase multiple sclerosis (MS). To compare sensitivity of sMRI and contrast enhanced MRI towards disease activity. METHODS: The study was performed on 127 MS patients with brain MRI within 5 years of symptom onset (y0), after 1 year (y1) and after 5 years (y5). Measures of clinical (Expanded Disability Status Scale, relapse rate) and conventional MRI outcomes (brain parenchyma fraction (BPF); T2 lesion volume (T2LV); contrast enhancing lesions (CEL)) were available at all time points. sMRI was obtained from y1-y0, y5-y1 and y5-y0 image pairs and the number of new, enlarged, resolved and regressed lesions was counted. RESULTS: One year lesion change measured by sMRI predicted sMRI lesion change (p<0.0001), BPF and T2LV (p<0.05) changes, as well as clinical relapse rate (p<0.02) in the subsequent 4 years. sMRI measures were retained in stepwise predictive models that included other candidate MRI predictors. Active lesions on sMRI over a 1, 4 or 5 year interval provided a more sensitive assessment of disease activity than number of CEL at y0, y1 and/or y5: 83%, 93% and 90% of patients without CEL showed sMRI activity during the y1-y0, y5-y1, and y5-y0 intervals. CONCLUSIONS: sMRI is a feasible and sensitive tool for detecting MS activity and may provide an alternative to contrast enhanced MRI in clinical practice, particularly in cases where CEL are not available or inconclusive. Furthermore, sMRI metrics combined with conventional MRI outcomes (CEL, T2LV, BPF) can increase the prediction of longer term MRI activity and progression.


Subject(s)
Brain/pathology , Imaging, Three-Dimensional , Magnetic Resonance Imaging/methods , Multiple Sclerosis, Chronic Progressive/diagnosis , Multiple Sclerosis, Relapsing-Remitting/diagnosis , Subtraction Technique , Adult , Atrophy , Disability Evaluation , Feasibility Studies , Female , Humans , Longitudinal Studies , Male , Middle Aged , Sensitivity and Specificity
16.
Ann Neurol ; 67(5): 667-75, 2010 May.
Article in English | MEDLINE | ID: mdl-20437564

ABSTRACT

OBJECTIVE: To compare long-interval T2-weighted subtraction (T2w-Sub) imaging with monthly gadolinium-enhanced T1-weighted (Gd-T1w) imaging for (1) detection of active lesions, (2) assessment of treatment efficacy, and (3) statistical power, in a multiple sclerosis (MS), phase 2, clinical trial setting. METHODS: Magnetic resonance imaging (MRI) data over 9 months from 120 patients (61 treatment, 59 placebo) from the oral temsirolimus trial were used. T2w-Sub images were scored for active lesions, independent of the original reading of the monthly Gd-T1w images. Treatment efficacy was evaluated using the nonparametric Mann-Whitney U test, and parametric negative binomial (NB)-regression and power calculations were conducted. RESULTS: Datasets from 116 patients (58 treatment, 58 placebo) were evaluated. The mean number of T2w-Sub lesions in the treatment group was 3.0 (+/-4.6) versus 5.9 (+/-8.8) for placebo; the mean cumulative number of new Gd-T1w lesions in the treatment group was 5.5(+/-9.1) versus 9.1(+/-17.2) for placebo. T2w-Sub imaging showed increased power to assess treatment efficacy compared with Gd-T1w imaging, when evaluated by Mann-Whitney U test (p = 0.017 vs p = 0.177), or NB-regression without (p = 0.011 vs p = 0.092) or with baseline adjustment (p < 0.001 vs p = 0.002). Depending on the magnitude of the simulated treatment effect, sample size calculations showed reductions of 22 to 34% in the number of patients (translating into reductions of 81-83% in the number of MRI scans) needed to detect a significant treatment effect in favor of T2w-Sub imaging. INTERPRETATION: Compared with monthly Gd-T1w imaging, long-interval T2w-Sub MRI exhibited increased power to assess treatment efficacy, and could greatly increase the cost-effectiveness of phase 2 MS trials by limiting the number of patients, contrast injections, and MRI scans needed.


Subject(s)
Multiple Sclerosis/drug therapy , Multiple Sclerosis/pathology , Protein Kinase Inhibitors/administration & dosage , Sirolimus/analogs & derivatives , Adult , Brain/pathology , Dose-Response Relationship, Drug , Double-Blind Method , Female , Gadolinium , Humans , Image Processing, Computer-Assisted/methods , Longitudinal Studies , Magnetic Resonance Imaging/methods , Male , Middle Aged , Outcome Assessment, Health Care , Sirolimus/administration & dosage , Statistics, Nonparametric
17.
Neuroimage ; 52(4): 1367-73, 2010 Oct 01.
Article in English | MEDLINE | ID: mdl-20362675

ABSTRACT

The measurement of brain atrophy from magnetic resonance imaging (MRI) has become an established method of estimating disease severity and progression in multiple sclerosis (MS). Most commonly reported in the form of brain parenchymal fraction (BPF), it is more sensitive to the degenerative component of the disease and shows progression more reliably than lesion burden. Typically, the reliability of BPF and other morphometric measurements is assessed by evaluating scan-rescan experiments. While these experiments provide good estimates of real-life error related to imperfect patient repositioning in the MRI scanner, measurement variance due to physiological and reversible pathological fluctuations in brain volume are not taken into account. In this work, we propose a new model for estimating variability in serial morphometry, particularly the BPF measurement. Specifically, we attempt to detect and explicitly model the remaining sources of error to more accurately describe the overall variability in BPF measurements. Our results show that sources of variability beyond subject repositioning error are important and cannot be ignored. We demonstrate that scan-rescan experiments only provide a lower bound on the true error in repeated measurements of patients' BPF. We have estimated the variance due to patient repositioning during scan-rescan (sigma(sr)(2) = 3.0e-06), variance assigned to physiological fluctuations (sigma(p)(2) = 5.74e-06) and the variance associated with lesion activity (sigma(les)(2) = 1.09e-05). These variance components can be used to determine the relative impact of their sources on sample size estimates for studies investigating change over time in MS patients. Our results demonstrate that sample size calculations based exclusively on scan-rescan variability (sigma(sr)) are likely to underestimate the number of patients required. If the physiological variability (sigma(p)) is incorporated in sample size calculations, the required sample size would increase by a factor of 5.69 based on standard t-test sample size calculation.


Subject(s)
Algorithms , Brain/pathology , Image Interpretation, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Multiple Sclerosis/pathology , Pattern Recognition, Automated/methods , Subtraction Technique , Atrophy/pathology , Humans , Image Enhancement/methods , Reproducibility of Results , Sensitivity and Specificity
18.
Radiology ; 250(2): 506-14, 2009 Feb.
Article in English | MEDLINE | ID: mdl-19037018

ABSTRACT

PURPOSE: To explore the applicability of subtraction magnetic resonance (MR) images to (a) detect active multiple sclerosis (MS) lesions, (b) directly quantify lesion load change, and (c) detect treatment effects (distinguish treatment arms) in a placebo-controlled multicenter clinical trial by comparing the subtraction scheme with a conventional pair-wise comparison of nonregistered MR images. MATERIALS AND METHODS: Forty-six pairs of MR studies in 40 patients (31 women; mean age, 31.9 years) from a multicenter clinical trial were used. The clinical trial was approved by local ethics review boards, and all subjects gave written informed consent. Active MS lesions were scored by two independent raters, and lesion load measurements were conducted by using semiautomated software. Lesion counts were evaluated by using the Wilcoxon signed rank test, interrater agreement was evaluated by using the intraclass correlation coefficient (ICC), and treatment (interferon beta-1b) effect was evaluated by using the Mann-Whitney U test. RESULTS: When subtraction images were used, there was a 1.7-fold increase in the detection of positive active lesions, as compared with native image pairs, and significantly greater interobserver agreement (ICC = 0.98 vs 0.91, P < .001). Subtraction images also allowed direct quantification of positive disease activity, a measure that provided sufficient power to distinguish treatment arms (P = .012) compared with the standard measurement of total lesion load change on native images (P = .455). CONCLUSION: MR image subtraction enabled detection of higher numbers of active MS lesions with greater interobserver agreement and exhibited increased power to distinguish treatment arms, as compared with a conventional pair-wise comparison of nonregistered MR images.


Subject(s)
Brain/pathology , Immunologic Factors/therapeutic use , Interferon-beta/therapeutic use , Magnetic Resonance Imaging/methods , Multiple Sclerosis/drug therapy , Multiple Sclerosis/pathology , Adult , Artifacts , Female , Humans , Male , Middle Aged , Placebos , Statistics, Nonparametric , Subtraction Technique , Treatment Outcome
19.
Eur Radiol ; 18(10): 2311-20, 2008 Oct.
Article in English | MEDLINE | ID: mdl-18509658

ABSTRACT

To describe signal and contrast properties of an isotropic, single-slab 3D dataset [double inversion-recovery (DIR), fluid-attenuated inversion recovery (FLAIR), T2, and T1-weighted magnetization prepared rapid acquisition gradient-echo (MPRAGE)] and to evaluate its performance in detecting multiple sclerosis (MS) brain lesions compared to 2D T2-weighted spin-echo (T2SE). All single-slab 3D sequences and 2D-T2SE were acquired in 16 MS patients and 9 age-matched healthy controls. Lesions were scored independently by two raters and characterized anatomically. Two-tailed Bonferroni-corrected Student's t-tests were used to detect differences in lesion detection between the various sequences per anatomical area after log-transformation. In general, signal and contrast properties of the 3D sequences enabled improved detection of MS brain lesions compared to 2D-T2SE. Specifically, 3D-DIR showed the highest detection of intracortical and mixed WM-GM lesions, whereas 3D-FLAIR showed the highest total number of WM lesions. Both 3D-DIR and 3D-FLAIR showed the highest number of infratentorial lesions. 3D-T2 and 3D-MPRAGE did not improve lesion detection compared to 2D-T2SE. Multi-contrast, isotropic, single-slab 3D MRI allowed an improved detection of both GM and WM lesions compared to 2D-T2SE. A selection of single-slab 3D contrasts, for example, 3D-FLAIR and 3D-DIR, could replace 2D sequences in the radiological practice.


Subject(s)
Algorithms , Brain/pathology , Image Enhancement/methods , Image Interpretation, Computer-Assisted/methods , Imaging, Three-Dimensional/methods , Magnetic Resonance Imaging/methods , Multiple Sclerosis/diagnosis , Adult , Anisotropy , Female , Humans , Male , Middle Aged , Reproducibility of Results , Sensitivity and Specificity , Young Adult
20.
Neurotherapeutics ; 4(3): 485-98, 2007 Jul.
Article in English | MEDLINE | ID: mdl-17599713

ABSTRACT

This article discusses and reviews advanced forms of serial morphometry in the context of a disease progression model in multiple sclerosis (MS). This model of disease activity distinguishes between overall disease activity and the proportion thereof that becomes permanent damage. This translates into a progression model that features a repair potential, which, when exhausted, marks the conversion or progression from relapsing to progressive disease. The level of repair capacity at a given time determines the rate of progression. Both clinical and MRI variables appear to be in support of such a model. We examine possible MRI markers for this repair capacity, particularly the short-term behavior of new MRI lesions, quantified by methods of time-series analysis--that is, capturing lesion dynamics in the form of MRI intensity change directly, rather than shape or volume change. Lower rates of individual lesion recovery may represent lower repair and greater proximity to a progressive stage. Individuals with low transient lesion turnover appear to undergo more rapid progression and atrophy. Because disease-modifying therapies aim to alter the pathophysiological chain of inflammation, demyelination, and axonal loss, a therapeutic effect may therefore be more readily apparent as a change in lesion dynamics and recovery rate and level, rather than a change in total lesion burden or enhancing lesion number.


Subject(s)
Brain/pathology , Models, Neurological , Multiple Sclerosis/pathology , Nerve Regeneration/physiology , Animals , Disease Progression , Humans , Magnetic Resonance Imaging , Time
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